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		<title>Highly-detailed remote sensing monitoring of tree overgrowth on abandoned agricultural lands</title>
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		<dc:creator><![CDATA[lena]]></dc:creator>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 A.A. Medvedev, N.O. Telnova, A.V. Kudikov, published in Forest Science Issues Vol. 2, No. 3, pp. 1-12      &#46;&#46;&#46;]]></description>
										<content:encoded><![CDATA[<p><span style="color: #000000; font-family: times new roman, times, serif;">С текстом оригинальной статьи Вы можете ознакомиться по <a style="color: #000000;" href="https://jfsi.ru/2-3-2019-medvedev_et_all/">ссылке</a></span></p>
<p style="text-align: left;"><span style="color: #000000; font-family: times new roman, times, serif;"><a style="color: #000000;" href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Medvedev_et_al.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></span></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Original Russian Text © 2019 A.A. Medvedev, N.O. Telnova, A.V. Kudikov, published in Forest Science Issues Vol. 2, No. 3, pp. 1-12</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>           A.A. Medvedev, N.O. Telnova*, A.V. Kudikov</b></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><i>Institute of Geography of the RAS</i></span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><i>Staromonetny per., 29, Moscow, 119017, Russia</i></span></span></p>
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">*E-mail: </span></span><span lang="zxx"><u><a class="western" style="color: #000000;" href="mailto:natalia.telnova@gmail.com"><span style="font-size: medium;"><span lang="en-US"><i>natalia.telnova@gmail.com</i></span></span></a></u></span></span></p>
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Received 01 July 20</span></span><span style="font-size: medium;">19</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">This paper presents the results of long-term remote monitoring of tree overgrowth on abandoned agricultural lands. This monitoring is based on multi-temporal satellite images with ultra-high spatial resolution and highly-detailed optical survey from Unmanned Air Vehicles (UAVs). Successful use of photogrammetric dense point clouds was demonstrated for three-dimensional reconstruction of tree canopy structure on abandoned agricultural lands by using the tree canopy height digital model. Spatial data were obtained on tree expansion on the fallow in 2005–2018, current tree canopy heights and its vertical growth, stem density, and canopy closure. The study revealed distinct spatio-temporal heterogeneity of tree overgrowth on the fallow. In the first years after land abandonment the most rapid regeneration and dispersal of trees occurred from the forests resulting in very dense but low tree cover adjacent to the forest. Later, tree overgrowth occurred in isolated hotspots and was characterized by very intensive vertical growth of the tree canopy. </span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US"><b>Key words</b></span></span><span style="font-size: medium;"><span lang="en-US">: </span></span><span style="font-size: medium;"><span lang="en-US"><i>Central Non-Chernozem region, fallows, post-agrogenic succession, UAVs, digital canopy height models.</i></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Taking agricultural land out of cultivation and turning it into fallows with subsequent overgrowth of natural vegetation is a significant type of change in land cover and land use patterns in many countries worldwide. During the 20th century, about 70 million hectares of agricultural land were taken out of cultivation in Russia alone, about 2/3 of which – during the crisis of the late 1980s–1990s (Lyuri et al., 2010). Since the 2000s, the opposite trend has been observed in Eastern European countries, i. e. active taking previously abandoned arable lands up for cultivation, whereas the driving forces of this process show significant differences (Estel et al., 2015). These processes have also been observed in many regions of the European Russia, where large agricultural holdings play the main role in taking arable land abandoned in the 1990s–2000s up for cultivation (de Beurs et al., 2017). However, in the majority of the Central Non-Chernozem region, fallow agricultural land still occupies a significant area, and the removal of new land from cultivation is compensated by the expansion of arable land only at some local points. Macro-regional spatial patterns of the ratio between abandoned and currently used agricultural land in the Central Non-Chernozem region are clearly observed using multi-temporal data of medium-resolution remote sensing. The contour map shown in Fig. 1 is based on data from Lesiv et al., 2018, and reflects the spatial patterns of changes in the structure of arable land in parts of the Central Non-Chernozem region.</span></span></span></p>
<div id="attachment_2772" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2772" loading="lazy" class="size-large wp-image-2772" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1-1024x776.jpg" alt="Distribution of arable and abandoned lands in parts of the Central Non-Chernozem region. Compiled according to data provided by (Lesiv et al., 2018)" width="1024" height="776" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1-1024x776.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1-150x114.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1-300x227.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1-768x582.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-1.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2772" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 1.</strong> Distribution of arable and abandoned lands in parts of the Central Non-Chernozem region. Compiled according to data provided by (Lesiv et al., 2018)</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The largest overgrowth of tree and shrub vegetation during the 2000s is observed in the northern part of the region within the landscape zone of mixed coniferous and broad-leaved forests in Smolensk, Tver, Kostroma, Yaroslavl, and Ivanovo regions (Fig. 1). The process of overgrowth is almost non-existent in the southernmost parts of the region within the forest-steppe zone (southern parts of Orel, Tula, and Ryazan regions). At the same time, a number of areas of the central Non-Chernozem region (Moscow, Kaluga, Tula, and Orel region) show more contrasting distribution pattern of the share of overgrown agricultural land, which is mainly confined to the territories located within the landscape zone of broad-leaved forests. Over the past 15 years, there have been diverse changes in the structure of land use, represented by both the overgrowth of tree and shrub vegetation on old fallows, and their re-plowing.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Numerous recent studies of remote indication and monitoring of non-cultivated agricultural land employ time series of remote sensing data (RSD) of low and medium resolution and are focused on analyzing patterns of spatio-temporal differentiation of changes in the structure of agricultural land use, determining the time of removing the land out of cultivation and the nature of overgrowth on fallow lands at the macro-regional and regional levels (Alcantara et al., 2013; Estel et al., 2017; Koroleva et al., 2018; Lesiv et al., 2018). </span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">The </span></span><span style="font-size: medium;"><span lang="en-US"><b>objective</b></span></span><span style="font-size: medium;"><span lang="en-US"> of this study is to assess the speed of tree and shrub vegetation expansion on fallows within the landscape zone of broad-leaved forests and to reveal spatial heterogeneity of this process at the local level based on the integrated use of multi-temporal ultra-high-resolution remote sensing data from space and unmanned aerial vehicles (UAVs). </span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>MATERIALS AND METHODS</b></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">We selected a plot of arable land in Dubensky rayon of Tula region, which was taken out of cultivation in the early 2000s as an object for studying the spatio-temporal features of post-agrogenic succession using multi-temporal data of ultra-high-resolution remote sensing (Fig. 2). The non-cultivated land is located on a levelled watershed surface and gentle slopes near the water dividing line, with small massifs of polydominant broad-leaved forests adjacent to it from the north and south. The plot area is about 1.5 ha. In the absence of anthropogenic disturbances, grazing and mowing in particular, since the termination of plowing, a herb-type birch forest has grown on the fallow. These communities are indicative of the intermediate stage of post-agrogenic succession typical for the zone of broad-leaved forests (Lyuri et al., 2010). The tree cover is dominated by the warty birch (</span></span><span style="font-size: medium;"><span lang="en-US"><i>Betula pendula</i></span></span><span style="font-size: medium;"><span lang="en-US">) and downy birch (</span></span><span style="font-size: medium;"><span lang="en-US"><i>B. pubescens</i></span></span><span style="font-size: medium;"><span lang="en-US">), which have formed a dense closed stand with sparse and depleted ground cover on most of the fallow.</span></span></span></p>
<div id="attachment_2773" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2773" loading="lazy" class="size-large wp-image-2773" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2-1024x580.jpg" alt="Layout of the studied object (A), oblique image from an UAV (B), and orthophotomosaic from UAV imagery (C)" width="1024" height="580" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2-1024x580.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2-150x85.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2-300x170.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2-768x435.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-2.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2773" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 2.</strong> Layout of the studied object (A), oblique image from an UAV (B), and orthophotomosaic from UAV imagery (C)</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">We selected all multi-temporal satellite images of very high and ultra-high resolution relevant for the study area available in the archives: OrbView-3, Geoeye-1, Quickbird, and WorldView-2, which formed an intermittent time series for 2004–2015 (Table 1). To fill the chronological gaps in the overgrowth on fallows, from 2013 to 2018 an annual multi-season survey was conducted by various unmanned aerial vehicles (UAVs) at the altitude of 100 m. </span></span></span></p>
<p align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US"><b>Table 1</b></span></span><span style="font-size: medium;"><span lang="en-US">. Main characteristics of archival satellite images </span></span></span></p>
<div style="overflow-x: auto;">
<table border="1" width="643" cellspacing="0" cellpadding="7">
<colgroup>
<col width="204" />
<col width="205" />
<col width="190" /> </colgroup>
<tbody>
<tr valign="TOP">
<td width="204">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Image type</span></span></p>
</td>
<td width="205">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Survey date</span></span></span></p>
</td>
<td width="190">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Spatial resolution, m </span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="204">
<p lang="en-US" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">OrbView-3, panchromatic</span></span></p>
</td>
<td width="205">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">29.07.2004</span></span></p>
</td>
<td width="190">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="204">
<p lang="en-US" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Quickbird, RGB and panchromatic</span></span></p>
</td>
<td width="205">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">13.08.2007</span></span></p>
</td>
<td width="190">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">0.6</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="204">
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">WorldView-2, RGB and panchromatic</span></span></span></p>
</td>
<td width="205">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">21.05.2010</span></span></p>
</td>
<td width="190">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">0.5</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="204">
<p lang="en-US" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">GeoEye-1, RGB and panchromatic</span></span></p>
</td>
<td width="205">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">23.07.2015</span></span></p>
</td>
<td width="190">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">0.5</span></span></p>
</td>
</tr>
</tbody>
</table>
</div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">To extract the quantitative parameters of the tree-shrub vegetation growing on the fallow and their annual changes during 2013–2018, three-dimensional models obtained from the UAV survey data were used, i. e. photogrammetric dense point clouds sufficient to extract the quantitative parameters of tree vegetation in small areas, comparable in accuracy with the materials of airborne laser scanning (Dandois, Ellis, 2013). After removing the noise and classifying a single dense point cloud with the allocation of the &#171;ground level&#187; class, ultra-highly-detailed digital surface and terrain models are built on their basis. The arithmetical difference between the surface and terrain digital models can be interpreted as a digital model of tree canopy heights used to quantify and 3D model the structural parameters of tree and shrub vegetation and their changes over time (Lisein et al., 2013). To address the issue of tree canopy delineation in a dense closed stand, where the data from a summer UAV survey did not make it possible to obtain a sufficient number of points describing the ground level, we additionally used the materials of aerial surveys conducted during the dormancy of tree vegetation in late autumn and winter. That way we built a highly-detailed digital terrain model of the study area and multi-temporal digital models of the tree canopy heights with a spatial resolution of 6 cm and a vertical accuracy up to 5 cm (Table 2). </span></span></span></p>
<p align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US"><b>Table 2.</b></span></span><span style="font-size: medium;"><span lang="en-US"> Main characteristics of UAV aerial surveys and derived materials </span></span></span></p>
<div style="overflow-x: auto;">
<table border="1" width="643" cellspacing="0" cellpadding="5">
<colgroup>
<col width="291" />
<col width="330" /> </colgroup>
<tbody>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">UAVs and cameras used </span></span></p>
</td>
<td width="330"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">DJ</span></span> <span style="font-size: medium;"><span lang="en-US">Inspire</span></span><span style="font-size: medium;">, </span><span style="font-size: medium;"><span lang="en-US">DJI</span></span> <span style="font-size: medium;"><span lang="en-US">Phantom</span></span><span style="font-size: medium;"> 3, </span><span style="font-size: medium;"><span lang="en-US">DJI</span></span> <span style="font-size: medium;"><span lang="en-US">Phantom</span></span><span style="font-size: medium;"> 4 </span><span style="font-size: medium;"><span lang="en-US">Pro</span></span> <span style="font-size: medium;"><span lang="en-US">RGB</span></span><span style="font-size: medium;"> 16–20 </span><span style="font-size: medium;"><span lang="en-US">MP</span></span> <span style="font-size: medium;"><span lang="en-US">cameras</span></span></span></td>
</tr>
<tr valign="TOP">
<td width="291"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Altitude levels of shooting</span></span></span></td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">100 m</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">Shooting angle</span></span></p>
</td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">Nadir and oblique aerial photography</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Images overlapping</span></span></span></td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">Over 80%</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">Spatial resolution of single images</span></span></p>
</td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">1–2 cm</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Average density of the dense point cloud</span></span></span></td>
<td width="330">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Over 300 points per m</span></span><sup><span style="font-size: medium;"><span lang="en-US">2</span></span></sup></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">DSM spatial resolution</span></span></p>
</td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">6 cm</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">DSM vertical resolution</span></span></p>
</td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">5 cm</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td width="291">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">Orthophotomosaic spatial resolution </span></span></p>
</td>
<td width="330">
<p lang="en-US" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;">3–4 cm</span></span></p>
</td>
</tr>
</tbody>
</table>
</div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The number of trees and shrubs and their dispersal within the fallow was determined separately for each time slice provided by single satellite images based on photointerpretation. For UAV data, in addition to photointerpretation of trees by multi-season orthophotomosaics, automatic delineation of tree and shrub crown peaks was performed using a digital model of tree canopy heights by the surface local maxima method (Mongus, Žalik, 2015). Crown coverage required to determine the projective canopy coverage (crown closure) was calculated using an object-oriented segmentation algorithm for the tree canopy height model using the watershed-based method (Ke, Quackenbush, 2011). The accuracy of automatic detection of crown peaks was assessed based on the results of synchronous time recording of individual tree statistics and photointerpretation of individual trees, and, depending on the density of the tree canopy, amounted to 70–90 %. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">As a result of visual and automated interpretation of highly-detailed RSD, spatial distributions of the following main structural parameters of the tree vegetation growing on the fallow were obtained for different time slices: stand density, tree canopy height, and crown closure. The use of multi-temporal materials from UAV surveys provided spatially-distributed data on the vertical growth of the tree canopy on the non-cultivated land. </span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>RESULTS AND DISCUSSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The analysis of a complex time series of RSD from space and unmanned aerial vehicles allowed us to reconstruct in detail the chronology of overgrowth of tree and shrub vegetation on the fallow and to identify individual stages of this process. The main indicator of spatio-temporal heterogeneity of post-agrogenic succession over the period of remote monitoring is the change of the density of trees and shrubs on the fallow land.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">With the available intermittent time series of satellite images, we can date the time of land removal out of cultivation as 2005 at the earliest. Initially, the recovery of tree vegetation occurred from the forest edge, where several large clusters with a very high density of birch undergrowth had been already formed by 2007. In general, since 2004, there have been two periods of the most active expansion of tree and shrub vegetation on the fallow, i. e. 2007–2009 and 2013–2017. The latter period is characterized by the more active renewal of tree vegetation in the central part of the fallow, remoted from the adjacent woodlands, as well as along the western and eastern parts of the site sharing borders with the road and meadows in use (Fig. 3).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Visualization of the spatial distribution of the identified structural parameters of the stand growing on the non-cultivated land revealed several patterns of post-agrogenic regeneration of tree vegetation, depending on their location in relation to the neighbouring forests (Fig. 4). </span></span></span></p>
<div id="attachment_2774" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2774" loading="lazy" class="size-large wp-image-2774" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3-1024x714.jpg" alt="Change of overgrowth of tree vegetation on the fallow. Compiled on the basis of the results of satellite imagery and UAV material photointerpretation " width="1024" height="714" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3-1024x714.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3-150x105.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3-300x209.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3-768x536.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-3.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2774" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 3.</strong> Change of overgrowth of tree vegetation on the fallow. Compiled on the basis of the results of satellite imagery and UAV material photointerpretation</span></p></div>
<div id="attachment_2775" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2775" loading="lazy" class="size-large wp-image-2775" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4-1024x656.jpg" alt="The height of the tree canopy formed on the fallow by 2018. Created on the basis of materials of a multi-seasonal UAV survey" width="1024" height="656" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4-1024x656.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4-150x96.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4-300x192.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4-768x492.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-4.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2775" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 4.</strong> The height of the tree canopy formed on the fallow by 2018. Created on the basis of materials of a multi-seasonal UAV survey</span></p></div>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">In the first years after the cessation of agricultural use (2004–2009), the fallow parts adjacent to woodland showed very quick and intensive regeneration of tree vegetation, but as of 2018 the formed canopy was very low in height (3–4 m), with the maximum stem density throughout the entire fallow (up to 7 trunks per m</span></span><sup><span style="font-size: medium;"><span lang="en-US">2</span></span></sup><span style="font-size: medium;"><span lang="en-US">) and crown closure, the cessation or substantial slowing of vertical growth during 2013–2017. In the central part of the fallow, the regeneration of tree vegetation began only 8–10 years after the termination of plowing, and most likely had a focal character. In 2015–2017, there was a sharp increase in the vertical growth of stands up to 30 cm over the period (Fig. 5), with maximum heights of the formed tree canopy throughout the entire fallow (6–7 m), lower density of individual trunks and lower crown closure (Fig. 6). </span></span></span></p>
<div id="attachment_2776" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2776" loading="lazy" class="size-large wp-image-2776" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5-1024x695.jpg" alt="Vertical growth of the tree canopy on the fallow in 2015–2017. Based on the materials of a multi-temporal UAV images" width="1024" height="695" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5-1024x695.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5-150x102.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5-300x204.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5-768x521.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-5.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2776" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 5.</strong> Vertical growth of the tree canopy on the fallow in 2015–2017. Based on the materials of a multi-temporal UAV images</span></p></div>
<div id="attachment_2777" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2777" loading="lazy" class="size-large wp-image-2777" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6-1024x656.jpg" alt="Density of the tree stand formed on the fallow since the termination of its agricultural use, 2005–2017. Based on the materials of multi-temporal UAV surveys" width="1024" height="656" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6-1024x656.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6-150x96.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6-300x192.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6-768x492.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.-6.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2777" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 6. </strong>Density of the tree stand formed on the fallow since the termination of its agricultural use, 2005–2017. Based on the materials of multi-temporal UAV surveys</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Remarkably, clear boundaries of the fallow were preserved for the entire period of monitoring, created in the west by a local road, and by a meadow plot, used for pasture, in the east, which prevents tree vegetation from growing here. The peripheral areas of the fallow adjacent to these borders have lower tree stand density and crown closure. </span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>CONCLUSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Combining ultra-high-resolution satellite images with the materials of multi-temporal optical ultra-highly-detailed UAV survey allowed us to assess the structural parameters the changes over time of the tree and shrub vegetation forming on the fallow, to identify and map the spatial differentiation of the speed and pattern of post-agrogenic succession on the fallow land unused since 2005. Feasibility of data obtained by multi-temporal optical aerial ultra-low-altitude UAV survey was shown for the delineation and quantitative morphometrical analysis of digital models of tree canopy heights. We found that, in general, since the removal of the land from agriculture, during 2005–2018, a closed monodominant tree cover formed almost throughout the entire fallow. At the same time, post-agrogenic renewal of tree vegetation was characterized by significant spatial heterogeneity, which was clearly seen at the local level, and it proceeded with different speed and intensity of overgrowing. </span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>ACKNOWLEDGEMENTS</b></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">The research is carried out</span></span><span style="font-size: medium;"><span lang="en-US"> as part of the state assignment of the Institute of Geography of the Russian Academy of Sciences &#171;Geoinformation and cartographic analysis and remote monitoring of the interaction between nature and society&#187; No. </span></span><span lang="en-US">АААА-А19-119022190168-8</span><span style="font-size: medium;"><span lang="en-US">.</span></span><a style="color: #000000;" name="_Hlk527233674"></a></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>REFERENCES</b></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Alcantara C., Kuemmerle T., Baumann M., Bragina E.V., Griffiths P., Hostert P., Knorn J., Müller D., Prishchepov A.V., Schierhorn F. et al.,</span></span><i> </i><span style="font-size: medium;"><span lang="en-US">Mapping the extent of abandoned farmland in Central and Eastern Europe using MODIS time series satellite data, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Environmental Research Letters</i></span></span><span style="font-size: medium;"><span lang="uk-UA">,</span></span><span style="font-size: medium;"><span lang="en-US"> 2013</span></span><span style="font-size: medium;"><span lang="uk-UA">,</span></span><span style="font-size: medium;"><span lang="en-US"> Vol. 8</span></span><span style="font-size: medium;"><span lang="uk-UA">,</span></span><span style="font-size: medium;"><span lang="en-US"> No. 3. URL: </span></span><span lang="zxx"><u><a class="western" style="color: #000000;" href="https://iopscience.iop.org/article/10.1088/1748-9326/8/3/035035"><span style="font-size: medium;"><span lang="en-US">https://iopscience.iop.org/article/10.1088/1748-9326/8/3/035035</span></span></a></u></span> <span style="font-size: medium;"><span lang="en-US">(July 22, 2018).</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Dandois J.P., Ellis E.C., High spatial resolution three-dimensional mapping of vegetation spectral dynamics using computer vision, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Remote Sensing of Environment,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2013, Vol. 136, pp. 259-276.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">de Beurs K., Ioffe G., Nefedova T., Henebry G.,</span></span><i> </i><span style="font-size: medium;"><span lang="en-US">Land Change in European Russia: 1982–2011, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Land-Cover and Land-Use Changes in Eastern Europe after the Collapse of the Soviet Union in 1991,</i></span></span><span style="font-size: medium;"><span lang="en-US"> Springer, Cham, 2017, pp. 223-241.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">de Beurs K.M., Ioffe G.,</span></span><i> </i><span style="font-size: medium;"><span lang="en-US">Use of Landsat and MODIS data to remotely estimate Russia’s sown area, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Journal of Land Use Science,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2014, Vol. 9, No. 4, pp. 377-401.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Estel S., Kuemmerle T., Alcántara C., Levers C., Prishchepov A., Hostert P., Mapping farmland abandonment and recultivation across Europe using MODIS NDVI time series, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Remote Sensing of Environment</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, Vol. 163, pp. 312-325.</span></span></span></p>
<p><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Ke Y., Quackenbush L.J., A review of methods for automatic individual tree-crown detection and delineation from passive remote sensing, </span></span><span style="font-size: medium;"><span lang="en-US"><i>International Journal of Remote Sensing</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2011, Vol. </span></span><span style="font-size: medium;"><span lang="en-US">32, pp.</span></span><span style="font-size: medium;"><span lang="en-US"> 4725-4747.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Koroleva N.V., Tihonova E.V., Ershov D.V., Saltykov A.N., Gavriljuk N.A., Pugachevskij A.V., Ocenka masshtabov zarastanija nelesnyh zemel&#8217; v nacional&#8217;nom parke «Smolenskoe Poozer&#8217;e» za 25 let po sputnikovym dannym Landsat (Scales of overgrowth on non-forested lands of Smolenskoe Poozer’e national park: an assessment for the 25 years on remote sensing Landsat data) //</span></span><span style="font-size: medium;"><span lang="en-US"><i> Lesovedenie, </i></span></span><span style="font-size: medium;"><span lang="en-US">2018. No. 2. pp. 83-96.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Lesiv M., Schepaschenko D., Moltchanova E., Bun R., Dürauer M., Prishchepov A., Schierhorn F., Estel S., Kuemmerle T., Alcantara C., Concepcion P.C. et al., Spatial distribution of arable and abandoned land across former Soviet Union countries, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Scientific Data</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2018, No. </span></span><span style="font-size: medium;"><span lang="en-US"><i>5</i></span></span><span style="font-size: medium;"><span lang="uk-UA"><i>. </i></span></span><span style="font-size: medium;"><span lang="en-US">URL</span></span><span style="font-size: medium;"><span lang="uk-UA">: </span></span><span style="font-size: medium;"><span lang="en-US">https</span></span><span style="font-size: medium;"><span lang="uk-UA">://</span></span><span style="font-size: medium;"><span lang="en-US">doi</span></span><span style="font-size: medium;"><span lang="uk-UA">.</span></span><span style="font-size: medium;"><span lang="en-US">org</span></span><span style="font-size: medium;"><span lang="uk-UA">/10.1038/</span></span><span style="font-size: medium;"><span lang="en-US">sdata</span></span><span style="font-size: medium;"><span lang="uk-UA">.2018.56.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Lisein</span></span> <span style="font-size: medium;"><span lang="en-US">J</span></span><span style="font-size: medium;"><span lang="uk-UA">., </span></span><span style="font-size: medium;"><span lang="en-US">Pierrot</span></span><span style="font-size: medium;"><span lang="uk-UA">&#8212;</span></span><span style="font-size: medium;"><span lang="en-US">Deseilligny</span></span> <span style="font-size: medium;"><span lang="en-US">M</span></span><span style="font-size: medium;"><span lang="uk-UA">., </span></span><span style="font-size: medium;"><span lang="en-US">Bonne</span></span><span style="font-size: medium;"><span lang="uk-UA">, </span></span><span style="font-size: medium;"><span lang="en-US">S</span></span><span style="font-size: medium;"><span lang="uk-UA">., </span></span><span style="font-size: medium;"><span lang="en-US">Lejeune</span></span><span style="font-size: medium;"><span lang="uk-UA">, </span></span><span style="font-size: medium;"><span lang="en-US">P</span></span><span style="font-size: medium;"><span lang="uk-UA">.</span></span><span style="font-size: medium;"><span lang="en-US">A</span></span><span style="font-size: medium;"><span lang="uk-UA">., </span></span><span style="font-size: medium;"><span lang="en-US">Photogrammetric</span></span> <span style="font-size: medium;"><span lang="en-US">workflow</span></span> <span style="font-size: medium;"><span lang="en-US">for</span></span> <span style="font-size: medium;"><span lang="en-US">the</span></span> <span style="font-size: medium;"><span lang="en-US">creation</span></span> <span style="font-size: medium;"><span lang="en-US">of</span></span> <span style="font-size: medium;"><span lang="en-US">a</span></span> <span style="font-size: medium;"><span lang="en-US">forest</span></span> <span style="font-size: medium;"><span lang="en-US">canopy</span></span> <span style="font-size: medium;"><span lang="en-US">height</span></span> <span style="font-size: medium;"><span lang="en-US">model</span></span> <span style="font-size: medium;"><span lang="en-US">from</span></span> <span style="font-size: medium;"><span lang="en-US">Small</span></span> <span style="font-size: medium;"><span lang="en-US">Unmanned</span></span> <span style="font-size: medium;"><span lang="en-US">Aerial</span></span> <span style="font-size: medium;"><span lang="en-US">System</span></span> <span style="font-size: medium;"><span lang="en-US">Imagery</span></span><span style="font-size: medium;"><span lang="uk-UA"> // </span></span><span style="font-size: medium;"><span lang="en-US"><i>Forests</i></span></span><span style="font-size: medium;"><span lang="uk-UA"><i>,</i></span></span><span style="font-size: medium;"><span lang="uk-UA"> 2013, </span></span><span style="font-size: medium;"><span lang="en-US">Vol</span></span><span style="font-size: medium;"><span lang="uk-UA">.</span></span> <span style="font-size: medium;"><span lang="uk-UA">4, </span></span><span style="font-size: medium;"><span lang="en-US">No</span></span><span style="font-size: medium;"><span lang="uk-UA">.</span></span> <span style="font-size: medium;"><span lang="uk-UA">4, </span></span><span style="font-size: medium;"><span lang="en-US">pp</span></span><span style="font-size: medium;"><span lang="uk-UA">.</span></span> <span style="font-size: medium;"><span lang="uk-UA">922-944.</span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Lyuri D.I., Gorjachkin S.V., Karavaeva N.A., Denisenko E.A., Nefedova T.A.,</span></span><span style="font-size: medium;"><span lang="en-US"><i> Dinamika sel&#8217;skohozjajstvennyh zemel&#8217; Rossii v HH veke i postagrogennoe vosstanovlenie rastitel&#8217;nosti i pochv </i></span></span><span style="font-size: medium;"><span lang="en-US">(</span></span><span style="font-size: medium;"><span lang="en-US">Dynamics of Agricultural lands of Russia in XX century and Postagrogenic Restoration of vegetation and soils)</span></span><i> </i><span style="font-size: medium;"><span lang="en-US">M.: GEOS, 2010</span></span><span style="font-size: medium;"><span lang="uk-UA">,</span></span><span style="font-size: medium;"><span lang="en-US"> 426 p.</span></span></span></p>
<p><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US">Mongus D., Zalik B.,</span></span><i> </i><span style="font-size: medium;"><span lang="en-US">An efficient approach to 3D single tree-crown delineation in LiDAR data, </span></span><span style="font-size: medium;"><span lang="en-US"><i>ISPRS Journal of Photogrammetry and Remote Sensing</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, Vol. </span></span><span style="font-size: medium;"><span lang="en-US">108, pp.</span></span><span style="font-size: medium;"><span lang="en-US"> 219-233.</span></span></span></p>
<p><span style="font-family: times new roman, times, serif;"><span style="color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Reviewer</b></span></span></span><span style="font-size: medium;"><span lang="en-US"><span style="color: #000000;">: PhD in biology, research officer M.A. Medvedeva</span> </span></span></span></p>
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		<title>Using methods of geoinformation mapping for the study of woody vegetation of forest-steppe ecosystems the Central Chernozem reserve</title>
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		<dc:creator><![CDATA[lena]]></dc:creator>
		<pubDate>Tue, 24 Mar 2020 08:11:29 +0000</pubDate>
				<category><![CDATA[№1 2020]]></category>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 O.V. Ryzhkov, G.A. Ryzhkova, published in Forest Science Issues Vol. 2, No. 3, pp. 1-50 O.V. Ryzhkov*, G.A. Ryzhkova V.V.&#46;&#46;&#46;]]></description>
										<content:encoded><![CDATA[<p style="text-align: justify;">С текстом оригинальной статьи Вы можете ознакомиться по <a href="https://jfsi.ru/2-3-2019-ryzhkov_ryzhkova/">ссылке</a></p>
<p style="text-align: justify;"><a href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Ryzhkov_Ryzhkova.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span lang="de-DE">Original Russian Text </span></span><span style="font-size: small;"><span lang="en-US">© 2019</span></span> <span style="font-size: small;"><span lang="en-US">O.V. Ryzhkov, G.A. Ryzhkova, published in Forest Science Issues Vol. 2, No. 3, pp. 1-</span></span><span style="font-size: small;"><span lang="en-US">50</span></span></span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>O.V. Ryzhkov*, G.A. Ryzhkova</b></span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>V.V. Alekhin Central Chernozem State Nature Biosphere Reserve</i></span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>Russia, 305528, Kursk oblast, Kursk district, Zapovedny settlement</i></span></p>
<p style="text-align: center;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">*E-mail: </span><a style="color: #000000;" href="mailto:ryzhkov_oleg@mail.ru"><span lang="en-GB">ryzhkov_oleg@mail.ru</span></a></span></p>
<p style="text-align: center;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Received </span><span lang="en-US">15</span><span lang="en-GB"> June 2019</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Methods of cartographic studies of the wood vegetation of the reserve, including those using modern GIS technologies and satellite positioning devices, are presented. Dynamics of the spatial structure and composition of oak forests over the past 50 years is analyzed. Results of the study of the main tree species of the reserve using GPS (GLONASS) survey and GIS are shown. Patterns and special features of the tree and shrub distribution in the open spaces (fallows, virgin steppes, and pastures) are presented. </span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Key words:</b></span><span lang="en-GB"><i> forest-steppe, nature reserves, oak forests, mapping, GPS, GLONASS, satellite positioning devices, geographic information systems (GIS).</i></span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The forests of the Central Chernozem Reserve (CCR) are located in the south-western part of the Central Russian Upland within the central strip of the forest-steppe zone (Kursk oblast). Ravine and watershed oak forests, mostly coppice ones, are predominant here. </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">It is a common fact that various types of digital cartographic materials presented in a certain system of coordinates or projection form the basis of geographic information systems (GIS). During the pre-GIS times (1950s to 1990s), there were only hard copies of the maps of the reserve.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Mapping of the vegetation cover, including woody vegetation, has been used to study the natural complexes of CCR since the middle of the past century. A significant part of cartographic materials of that period was represented by geobotanical and forest management maps. The results of cartographic studies of that time are covered in a series of publications (Kartometricheskie issledovanija&#8230;, 1975; Kashkarova, Rubajlo, Utehin, 1973; Neshataev, 1970, 1983, 1996; Neshataev, Novikova, Uhacheva, 1982; Petrova, 1990; Ryzhkov, Sobakinskih, 2006; Utehin, 1967, etc.). Cartographic work mainly involved continuous planimetric eye survey, creating a stationing grid on the ground and writing down the results on paper. Plant associations or their complexes and types, i.e. polygons in the modern sense of GIS, were used as mapping units. Large territorial units of the CCR (</span><span lang="en-US">site</span><span lang="en-GB">s and ecosites) usually were the objects of research.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The geographical location of the Central Chernozem Reserve, which lies in the central forest-steppe zone, determines the direct contact between forest and steppe vegetation, so many researchers have been paying great attention to the relationship between them. A separate cycle of mapping on the reserve territory included studying the distribution of tree and shrub species in strictly protected areas (both virgin and former fallow lands). The most studied fallow in this respect is </span><span lang="en-GB"><i>Dalneye Pole</i></span><span lang="en-GB"> fallow of Kazatsky </span><span lang="en-US">site </span><span lang="en-GB">of CCR, a part of which (29.6 ha) was mapped three times: in 1970, 1980, and 1999–2000. The survey of 1970 and 1980, resulted in preparation of location maps of the bases of tree trunks and contours of shrub thickets (Krasnitskij, 1973; Krasnitskij, Soshnin, 1984), and the mapping of 1999–2000 resulted in a detailed map of projective covers of trees and shrubs (both single and thickets-forming). Dynamics of the distribution of woody vegetation on </span><span lang="en-GB"><i>Dalneye Pole</i></span><span lang="en-GB"> fallow was analyzed in a series of papers (Ryzhkov, Ryzhkova, 2000a,b,c; Ryzhkova, Ryzhkov, 2001). It is exactly the mapping of tree and shrub distribution across the steppe that underlies the testing of modern survey methods, which is the subject of this article.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Forest management works were carried out 5 times (in 1953, 1968, 1979, 1990 and 2000)</span><span lang="en-US"> within </span><span lang="en-GB">the territory of the reserve. Afforestation plans were made in hard copies, and it was only in 2000 that both hard copies and electronic versions were created (maps were digitized at the federal state institution </span><span lang="en-GB"><i>Voronezhlesproject</i></span><span lang="en-GB">, initially in WinGIS software with subsequent conversion to MapInfo in Cartesian coordinates). </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Multi-temporal series of geobotanical and forest management maps objectively reflect the general trends in vegetation dynamics. However, taking </span><span lang="en-US">a</span><span lang="en-GB"> plant association or a forest type as a mapping unit suggests significant errors in the accuracy of rendering their contours, which is also due to subjective factors. In our opinion, the most detailed and complete reflection of the dynamics of woody vegetation is provided by regular cartographic works performed at stationary research sites, or SRSs (permanent test plots (PTPs), profiles, transects, registration sites, individual restricted access facilities, etc.). In this case, real individual trees and shrubs or their biogroups (thickets) are taken as mapping units. SRSs </span><span lang="en-US">m</span><span lang="en-GB">apping of vegetation, in contrast to more generalized geobotanical mapping, is of paramount importance, since in this case, due to the high accuracy of the grid (5 × 5 m or 10 × 10 m) and terrain association, a detailed and objective survey of the vegetation cover is provided, and, accordingly, high-quality maps of various thematic areas are obtained. Obviously, no linking natural objects and geographical coordinates, which are used in modern GIS, were not even in question during the pre-GIS period.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The c</span><span lang="en-GB">artographic materials compiled from surveys on stationary sites are the most accurate and objective in terms of reflecting the statics and dynamics of vegetation cover, forming the basis for a comprehensive study, analysis and modelling of the development of natural ecosystems. Stationary cartographic works are even more important when repeated, which makes it possible to track local and global dynamic trends of the vegetation (Ryzhkov, 2006b). The method of stationary studies of woody vegetation in nature reserves has been published before (Ryzhkov, 1996b).</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Stationary methods of studying the vegetation cover of the reserve have been being practiced on its territory since the end of the World War II. N. A. Prozorovsky laid the first two permanent test plots for the study of forest vegetation of the CCR in the forest ecosites Dubroshina and Solovyatnik on Streletsky </span><span lang="en-US">site </span><span lang="en-GB">in 1945 (Letopis&#8217; prirody&#8230;, 1949). G. M. Zozulin mapp</span><span lang="en-US">ed</span><span lang="en-GB"> these PTPs repeatedly in 1950 and analyzed the dynamics of changes in their vegetation over a five-year period (Zozulin, Kusmarceva, 1951). </span><span lang="en-US">The r</span><span lang="en-GB">esults of one of the first cartographic studies are also provided in the scientific report of the reserve for 1949–1950 (Letopis&#8217; prirody&#8230;, 1951), which contains diagrams of distribution of tree and shrub vegetation in logs compiled by G. M. Zozulin. Special symbols designating the bases of tree trunks and clusters of shrubs were approximately applied on the diagrams according to relief features. These images are a prototype of modern mapping materials based on GPS (GLONASS) survey of woody vegetation. In the following years, cartographic research on the SRSs of the reserve was conducted by G. M. Zozulin (1952), S. S. Levickij (1958, 1961), F. I. Hakimzyanova (1968), A. M. Krasnitskij (1963), and others. The full review of these works was given by (Ryzhkov, 2006b).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">A number of forest PTPs was laid in 1963 by A. M. Krasnitskij and in 1968 and 1979 during subsequent forest management measures, in the oak forests of the CCR, where forest-taxation studies are carried out from time to time, in particular complete enumerations and mapping of stands, undergrowth, understorey and grass cover. These PTPs now form the basis of the GIS forest unit of the CCR.</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Modern methods of the vegetation mapping have been implemented in the reserve. These methods make use of new satellite positioning devices, unmanned aerial vehicles (UAVs), and desktop and mobile geo-information systems.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The </span><span lang="en-GB"><b>objective </b></span><span lang="en-GB">of this paper is to give a review of cartographic research results in the CCR and demonstrate the advantages of using modern GIS software and hardware to study forest-steppe ecosystems.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The </span><span lang="en-GB"><b>tasks </b></span><span lang="en-GB">of this paper are: to show the dynamics of forest vegetation based on the materials of periodic mapping at the PTPs, to assess the state of stands of the main species, and to present the findings of studying tree and shrub distribution in the steppe.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Several methodological approaches are distinguished,</span> <span lang="en-GB">depending on the types of source data intended for GIS. Next, the methods and results of mapping woody vegetation at SRSs will be discussed.</span></span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>MATERIALS AND METHODS</b></span></p>
<ol style="text-align: justify;">
<li><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><i><b>Transferring data to GIS by scanning hard copies of cartographic base</b></i></span><span lang="en-US"><i><b>s </b></i></span><span lang="en-GB"><i><b>with or without subsequent vectorization of its objects.</b></i></span></span></li>
</ol>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">T</span><span lang="en-GB">he eye survey of tree and shrub vegetation on forest PTPs was preceded by creation of a stationing grid of 5 × 5 m on the ground. Layout plans of trunk bases and projections of tree crowns by species and tiers (also showing standing dead trees and windthrow) were drawn at a scale of 1:100 on grid paper in the field for each test plot. </span><span lang="en-US">It is the h</span><span lang="en-GB">orizontal structure of forest communities on 14 SRSs, namely, the projective cover of stands, undergrowth and understorey based on mapping data from 1991–1993 and 2002 (Ryzhkov, Ryzhkova, 2006a) which was studied in greatest detail. This method was fully polished when mapping complex watershed oak forests and waterlogged birch forests of the Zorinsky site of the CCR (Zolotuhin, Ryzhkov, Filatova, 2001; Ryzhkov, Ryzhkova, 2001).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">In 2002–2006, those paper plans were scanned and their fragments were stitched into single bitmaps. Next, it would technically make sense to register the resulting rasters directly in the GIS and vectorization directly in association with terrain. However, no desktop GIS version was available in the reserve during mapping and creating the electronic map archive. Therefore, digitization was made in AutoCAD. The objects were vectorized manually (&#171;on the screen&#187;) in Cartesian coordinates. As a result, layers that reflect the location of trunk bases and projections of tree crowns of each tree species were obtained, which allowed us to estimate their quantitative proportions by automatically calculating the area (previously, the areas of crown projections had to be measured on a paper base with a planimeter, which led to overestimation of the values by about 4% (Ryzhkov, 2006c)). Guidelines were developed for rasters digitizing in AutoCAD and subsequent usage of the resulting vector objects in GIS (Ryzhkov, 2000; Ryzhkov, Vlasov, 2000; Ryzhkov, 2001a; Ryzhkov, 2006a). </span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">As</span><span lang="en-GB"> the licensed version of the MapInfo Professional GIS appeared in the reserve, it became necessary to link the AutoCAD-vector layers of crown projections of the stands to the bases of tree trunks, as well as the projective coverings of undergrowth and understorey of forest PTPs. The standard MapInfo tool allows registration of vector layers only by three reference points, which is clearly not enough for accurate transformation. Therefore, we used the loose MiTransformer module, which, based on affine or projective transformations, allows registering vector objects of several tables at once using an unlimited number of reference points which provides high quality of terrain association.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">To automatically create a vector layer of basal areas of tree trunks at forest PTPs, the function of creation circle with the given centre and given diameter in the MapCAD module was used, and the values of the latter were taken from the numeric field of the table (database) (Ryzhkov, 2013). Trunk centres were marked on top of the bitmap by manual application of a symbol inside each circle.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Transformation of vector objects in GIS from a LAYOUT projection (Cartesian coordinates) to one of GIS map projections may be followed by </span><span lang="en-US">emersion of </span><span lang="en-GB">artefacts, i.e. </span><span lang="en-US">foreign</span><span lang="en-GB"> details or noise of the resulting objects (e.g., distortion of border smoothness) that are absent in the original objects. Basal areas are easily adjusted by constructing centroids to generate circles with given diameters. </span><span lang="en-US">C</span><span lang="en-GB">orrect transformation of the borders of crown projection polygons requires preliminary generalization (thinning) of their nodes using appropriate GIS software (MapInfo or ArcGIS).</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The following approach, which is currently used, is better in terms of methods and time. The raster of each forest PTP is registered in the MapInfo Professional GIS (current license Advanced v.16.0.4) using four boundary points, the coordinates of which are determined by static survey in the leafless period using modern GNSS equipment (Trimble GeoExplorer 6000 GeoXH CE receiver) with 0.2–0.3 m accuracy (achieved with long-term recording of coordinates in RTK mode with a fixed device). Further, in the GIS environment, </span><span lang="en-US">the objects were </span><span lang="en-GB">vectorized manually on the screen with terrain association in the universal transverse Mercator projection (zone 37, Northern hemisphere (WGS 84) [EPSG:32637]) and subsequent analytical calculations are carried out (Ryzhkov, Ryzhkova, 2019b). The mapping materials of the stands of the watershed oak forest of the “Poyma Psla” site of the CCR were processed</span><span lang="en-US"> this way </span><span lang="en-GB">(Ryzhkov, Ryzhkova, 2019a).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The described method based on digitization of paper diagrams allows using map materials obtained in a conditional (usually Cartesian) coordinate system in GIS. The next two methods are based on data from field surveys of objects with satellite positioning devices of different classes, which makes possible their export to GIS based on the obtained geographical coordinates.</span></p>
<ol style="text-align: justify;" start="2">
<li style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i><b>Total survey using personal navigation devices and GIS.</b></i></span></li>
</ol>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">GPS (and/or GLONASS) survey, which is performed by satellite positioning devices, is one of the ways of quick collection of data for GIS. These devices can record geographical coordinates of waypoints and tracks and store them in non-volatile memory. It was the use of GPS receivers that, starting in 2000, initiated the creation of geospatial databases in the CCR. The reserve staff </span><span lang="en-US">is currently using</span><span lang="en-GB"> over 10 portable Garmin GPS navigators (GPSMAP 76CSx, GPSMAP 78S, OREGON 550, GPSMAP 64ST, etc.) as well as smartphones and tablets, including protected ones, with the location detection function. The above-named mobile equipment makes it possible to navigate through bitmaps.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The resulting point and line objects were exported to GIS using specialized software. The finishing processing (boundary smoothing, converting polylines to polygons, etc.) was made with geoinformation systems. The main disadvantages of this method are its inability to save the necessary attributes with graphics, and low accuracy of recording coordinates (3–5 m and more). Certain guidelines have been prepared for collecting GPS data (Ryzhkov, Ryzhkova, 2006b, Ryzhkov, 2014b) and their processing in the MapInfo GIS environment, in particular creating smoothed polygons (Ryzhkov et al., 2013; Ryzhkov, 2014a), sharing GPS (GLONASS) devices and GIS during mapping of natural objects in real time (Ryzhkov, 2010, 2011), and a review of methods for geoinformation mapping of natural objects and their application in protected areas has been published (Ryzhkov, 2008, 2009b).</span></p>
<ol style="text-align: justify;" start="3">
<li><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i><b>Total survey using high-precision GNSS equipment, UAVs, mobile and desktop GIS.</b></i></span></li>
</ol>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Starting from 2016, detailed cartographic studies have been carried out at the CCR including application of modern hardware and software, i.e. high-precision GNSS equipment, UAVs, mobile and desktop GIS. This equipment was tested when mapping the distribution of trees and shrubs on the Second unmowed section of the Streletskaya steppe which is the largest and most representative part of the Streletsky site (with an area of 101.6 ha). This object has been completely protected since 1935. No total ground mapping was arranged here previously.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The work involved the Trimble GeoExplorer 6000 GeoXH CE two-frequency satellite receiver and two UAVs – DJI Inspire-1 Pro of the cartography laboratory of the Institute of Geography of the RAS and DJI Inspire-1 of the Central Chernozem Reserve. Mapping was carried out in real time (RTK) mode with continuous reception of corrections via 3G-modem from the Regional centre for navigation services for Kursk oblast (planimetric accuracy of recording the objects</span><span lang="en-US">’</span><span lang="en-GB"> coordinates under open sky was 2–3 cm). </span><span lang="en-US">The </span><span lang="en-GB">high-resolution pictures, obtained from drones, were used to create orthophotomaps of the terrain and refine controversial contours in hardly accessible areas of steppe shrub thickets.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Data </span><span lang="en-US">was </span><span lang="en-GB">processed, analysed, and visualized in MapInfo Professional v.15.2.4 64bit GIS environment, raster was converted in Global Mapper v.13.0, and data management was made in Trimble GPS PathFinder Office v.5.81. Mobile application: TerraSync Centimeter Edition v.5.41 based on Windows Mobile v.6.5.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">High accuracy of location detection by the Trimble GeoExplorer 6000 GeoXH CE allowed using a virtual stationing grid for mapping instead of a real one, the creation of which required considerable effort during conventional mapping of vegetation cover in previous periods. Such a two-layer virtual stationing grid with a square size of 100 × 100 m (1 ha) was formed in the GIS environment MapInfo Professional v.15.2.4 64bit with the </span><span lang="en-GB"><i>Create Grid</i></span><span lang="en-GB"> tool (hectare squares were further divided into smaller squares of 10 × 10 m (1 are) in order to minimize skips of young individuals when mapping). The main and additional stationing grids with unique numbering of squares were uploaded into the device in SHP format for subsequent staking-out.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">With the mobile GIS TerraSync of the Trimble GeoExplorer 6000 GeoXH CE receiver, it is possible to use background raster maps (satellite images, forest management diagrams, etc.)</span> <span lang="en-GB">in GeoTIFF format as </span><span lang="en-US">support mats</span><span lang="en-GB">. Raster and vector images were uploaded to the receiver via the GPS PathFinder Office v.5.81 </span><span lang="en-GB"><i>Data Transfer</i></span><span lang="en-GB"> module. TRIMBLE has also developed a stand-alone Data Transfer program </span><span lang="en-US">for</span><span lang="en-GB"> the same operation.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">A unique feature of the GPS PathFinder Office desktop software is the ability to develop a mobile GIS structure as a field data collection form with a specific list of fields, which was used during the woody vegetation survey.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Two types of data were saved during mapping: point (trunk bases) and polygonal (crown projections) ones. At the same time attribute information based on </span><span lang="en-US">these data</span><span lang="en-GB"> was collected.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Field work included mapping of woody vegetation with a complete enumeration of trees and shrubs (all specimens starting from the immature age state were taken into account, and juvenile plants found were also recorded). Trimble GeoExplorer 6000 GeoXH determined geographical coordinates and altitude of the trunk bases of single trees and shrubs above sea level, in order to consistently form an array of waypoints suitable for building point-based thematic maps in GIS. Isolated contours (thickets) of vegetation were mapped by traversing their perimeter with the above device. At the same time, polygon nodes were entered into the receiver&#8217;s memory every second. The device was configured to record only high-quality objects, the planimetric coordinate error of which did not exceed the set value (in most cases, it is usually 2–3 cm when the sky is open and 50–100 cm under tree crowns and in dense thickets of shrubs). </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Simultaneously with the mapping, detailed attribute information was collected for each object. For a complete enumeration in the field, the following information was entered in a special form: site, ecosite, author(s), date, time, polygon or point number, species, origin, trunk perimeter or diameter at breast height (cm), trunk height (m), age, condition, diseases, life form, fructification, notes for entering additional information and photos (only selected objects were photographed).</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Parallel to ground mapping of woody vegetation, aerial photography of the section was carried out with DJI Inspire-1 drones. The resulting pictures were combined into single images that were used to create orthophotomaps of the unmowed area. Some photographs, including images of tree and shrub crowns in hardly accessible areas (impassable thorny thickets), were recorded separately in GIS and used as an underlay for manual digitizing of the crown contours on the screen.</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The point layer of distribution of single trees and shrubs and the polygonal layer of projective covers of tree and shrub vegetation of the Second unmowed section of the “Streletskaya steppe”, obtained in the mobile GIS TerraSync Centimeter Edition v.5.41, together with all attributes were exported via MIF exchange files to the MapInfo GIS. They were used to create 1:5000 and 1:400 thematic maps (on 134 pages). A detailed method of GIS mapping of woody vegetation using modern hardware and software was published by (Ryzhkov et al., 2017).</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Let us mention, that the direct application of high-precision geodetic devices for mapping woody vegetation under the forest canopy lacks efficiency since there are significant obstacles for satellite signals. Even when receiving differential corrections in RTK mode, the accuracy of determining coordinates in this case usually does not exceed 1.0 m, which is clearly not enough for correct coordinate recording. In addition, stable mobile or radio connection is required. Therefore, </span><span lang="en-US">conventional</span><span lang="en-GB"> mapping involving the creation of a stationing grid on the ground or geodetic devices of another class, e.g. total stations which use the line-</span><span lang="en-US">and-</span><span lang="en-GB">angle resection is preferred in highly closed stands. The staff of the reserve has certain experience in operating such equipment.</span></span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>RESULTS AND DISCUSSION</b></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">We used the methods described above to study both individual components of forest-steppe ecosystems and general trends in their dynamics. It makes sense to show the patterns of weather changes in the studied area prior to making results review. The CCR has its own weather station &#171;Streletskaya Steppe&#187;, which has been taking continuous observations 8 times per day since 1947. Analysis of the dynamics of the main weather parameters has shown that over the recent 20 years, annual air temperatures has been exceeding the average long-term values (Fig. 1), whereas the amount of precipitation has been equal to or lower than the average values (Fig. 2). In general, over the entire observation period, the average annual air temperature increased by almost 1</span><span lang="en-GB">°C (from 5.0° (1956) to 5.9° (2019)). Thus, according to long-term observations, the weather in the reserve area has become hotter and drier. However, the last decade is characterized by significant weather extremes including abnormally high amounts of precipitation in certain months (Table, Fig. 3).</span></span></p>
<div id="attachment_2778" style="width: 1034px" class="wp-caption alignleft"><img aria-describedby="caption-attachment-2778" loading="lazy" class="size-large wp-image-2778" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-1-1024x367.jpg" alt="Long-term dynamics of average annual air temperature" width="1024" height="367" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-1-1024x367.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-1-150x54.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-1-300x108.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-1-768x275.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-1.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2778" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 1.</strong> Long-term dynamics of average annual air temperature</span></p></div>
<div id="attachment_2779" style="width: 1034px" class="wp-caption alignleft"><img aria-describedby="caption-attachment-2779" loading="lazy" class="size-large wp-image-2779" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-2-1024x367.jpg" alt="Long-term dynamics of annual precipitation " width="1024" height="367" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-2-1024x367.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-2-150x54.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-2-300x108.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-2-768x275.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-2.jpg 1200w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2779" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 2.</strong> Long-term dynamics of annual precipitation</span></p></div>
<p style="text-align: right;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Table. </b></span><span lang="en-GB">Extreme values of air temperature and precipitation in the last decade (2010–2019) in the CCR area during the observation period since 1947.</span></span></p>
<div style="overflow-x: auto; text-align: justify;">
<table border="1" width="642" cellspacing="0" cellpadding="7">
<colgroup>
<col width="626" /> </colgroup>
<tbody>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="4">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2010</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5">
<p align="LEFT"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Abnormal heat (absolute maximum air temperature +39.2°C) and drought (absolute minimum of precipitation 333.8 mm)</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2015</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The average annual air temperature exceeded +8°C (+8.1°C) for the first time</span></td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2016</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The wettest year (absolute maximum amount of precipitation 746.4 mm)</span></td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2017</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The rainiest December (absolute maximum amount of precipitation 126.2 mm)</span></td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2018</span></p>
</td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The rainiest July (absolute maximum amount of precipitation 221.5 mm)</span></td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="5"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The driest August (absolute minimum amount of precipitation 4.4 mm)</span></td>
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<td valign="BOTTOM" bgcolor="#ffffff" width="626" height="4"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The highest air temperature was recorded in September; previously this had been the case as far back as in 1963.</span></td>
</tr>
</tbody>
</table>
</div>
<div id="attachment_2780" style="width: 959px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2780" loading="lazy" class="size-large wp-image-2780" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-3-949x1024.jpg" alt="Abnormal climate indexes of recent years (according to the " width="949" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-3-949x1024.jpg 949w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-3-139x150.jpg 139w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-3-278x300.jpg 278w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-3-768x829.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-3.jpg 1200w" sizes="(max-width: 949px) 100vw, 949px" /><p id="caption-attachment-2780" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 3.</strong> Abnormal climate indexes of recent years</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(according to the &#171;Streletskaya Steppe&#187; weather station)</span></p></div>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">General weather characteristics and features in the area of the reserve were published by (Nepochatyh, Ryzhkov, 2016). Long-term series of observations of the climate and biota of the reserve allowed identifying the main climate-influenced trends in changes in biotic components of biogeocenoses over the past 100 years (up to 1999) (Ryzhkov et al., 2001; Ryzhkov et al., 2018). As mentioned above, the early 21st century is characterized by significant climate changes, the impact of which on the CCR flora and fauna was analyzed in 2000 – 2013, and the results of the research were published in 2017 (Ryzhkov et al., 2017a,b). These weather trends and anomalies have certainly affected the structure and dynamics of the forest vegetation of the CCR, which is reflected by the results of the research. We present the main findings including those obtained with the help of analytical GIS tools and based, in particular, on the construction of digital terrain models (DTMs) and generation of DTMs-based derived vector coverage to study the spatial distribution of trees of individual species by altitude, slopes and direction of slopes.</span></p>
<p style="text-align: justify;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i><b>Dynamics of the spatial structure of oak trees (projective cover of stands,</b></i></span></p>
<p style="text-align: justify;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i><b>undergrowth and understorey) on forest PTPs based on mapping data of different years</b></i></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The results of research in this area were being reported in the public literature in 1995-2019 (Ryzhkova, Ryzhkov, 1995; Ryzhkov, 1996; Ryzhkov, Ryzhkova, 1999; Ryzhkov, Ryzhkova, 2001, Ryzhkov, Ryzhkova, 2006a).</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">1. In the 1960s, the oak stands of the CCR, having the common oak (</span><span lang="en-GB"><i>Quercus robur</i></span><span lang="en-GB"> L.) as the edificator species, were far more differentiated by tiers. Their overall projective cover was maximal and relatively uniform. The associated species were insignificant in the horizontal structure of communities (Fig. 4).</span></span></p>
<div id="attachment_2782" style="width: 1010px" class="wp-caption alignleft"><img aria-describedby="caption-attachment-2782" loading="lazy" class="size-full wp-image-2782" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-4.jpg" alt="Dynamics of the structure and species composition of the forest stand from 1968 to 1991. (Streletsky site of the CCR, Babka ecosite, forest PTP No. 12)" width="1000" height="507" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-4.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-150x76.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-300x152.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-768x389.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2782" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 4.</strong> Dynamics of the structure and species composition of the forest stand from 1968 to 1991. (Streletsky site of the CCR, Babka ecosite, forest PTP No. 12)</span></p></div>
<p style="text-align: justify;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Note. Figure legend:</span></p>
<p style="text-align: justify;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><img loading="lazy" class="size-large wp-image-2781 aligncenter" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend-542x1024.jpg" alt="" width="542" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend-542x1024.jpg 542w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend-79x150.jpg 79w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend-159x300.jpg 159w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend-768x1452.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-4-Legend.jpg 800w" sizes="(max-width: 542px) 100vw, 542px" /></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">2. As a result of the massive drying of oak forests in the forest-steppe in the 1970s, there was a significant thinning of stands in the CCR, mainly due to the death of undersized and stunted oak trees. Vertical stratification of communities became simpler, which was manifested in the dominance of the first tree tier (Fig. 4). Large gaps were formed in the forest canopy. The total projective cover of stands decreased (Fig. 5).</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">3. Due to changes in the light regime, the resulting gaps became quickly colonized by broad-leaved oak </span><span lang="en-US">associates</span><span lang="en-GB"> (especially Norway maple) and wild fruit species, which had significantly expanded the species composition of stands by 1990s (Fig. 5, 6) (Ryzhkov, 1997). A chronological gap is observed in the populations of the common oak: exclusively mature generative trees continued to dominate, whereas, with rare exception, there were no individuals of pregenerative fractions. </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">4. Oak forests have powerful undergrowth which was formed by</span><span lang="en-US"> bird</span><span lang="en-GB"> cherry (</span><span lang="en-GB"><i>Prunus padus</i></span><span lang="en-GB"> L.) (Ryzhkova, Ryzhkov, 2003; Ryzhkova, Ryzhkov, 2004) and (or) common hazel (</span><span lang="en-GB"><i>Corylus avellana</i></span><span lang="en-GB"> (L.) H. Karst.) which created additional obstacles to the successful regeneration of the oak. At the same time, bird cherry inhabits mainly simple-structured coppice oak forests with common oak dominating the tree tier: cherry creates dense undergrowth, in which it accounts for more than 90% of the projective cover (Fig. 7). Moreover, within the reserve this species can participate in the third and even second tiers of the stand. The formation of cherry-oak forests is observed in some forest ecosites which is a unique forest type for the forest-steppe. Hazel, on the contrary, is usually confined to complex multi-species broad-leaved forests. As populations of this species mature, small isolated contours merge into large continuous loci with very high projective cover (Fig. 8). Over time, hazel actively settled in the forests of Kazatsky and Streletsky sites of the CCR including in watershed areas where it was previously either absent or exterminated (Fig. 9). According to the findings of three-time large-scale geobotanical mapping made by Yu.N. Neshataev (1968, 1979, 1993), the area of distribution of </span><span lang="en-GB"><i>Corylus avellana</i></span><span lang="en-GB"> increased from 55.4 to 97.0 ha (Ryzhkov, 2001b) in Kazatsky forest. </span></span></p>
<div id="attachment_2783" style="width: 986px" class="wp-caption alignleft"><img aria-describedby="caption-attachment-2783" loading="lazy" class="size-full wp-image-2783" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-5.jpg" alt="Dynamics of the structure and species composition of the forest stand from 1968 to 1993. (Kazatsky siteof the CCR, Kazatsky forest ecosite, forest PTP No. 6) Note. For figure legends, see the note to Fig. 4." width="976" height="1000" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-5.jpg 976w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-5-146x150.jpg 146w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-5-293x300.jpg 293w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-5-768x787.jpg 768w" sizes="(max-width: 976px) 100vw, 976px" /><p id="caption-attachment-2783" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 5.</strong> Dynamics of the structure and species composition of the forest stand from 1968 to 1993.</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(Kazatsky siteof the CCR, Kazatsky forest ecosite, forest PTP No. 6)</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">Note. For figure legends, see the note to Fig. 4.</span></p></div>
<div id="attachment_2784" style="width: 567px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2784" loading="lazy" class="size-large wp-image-2784" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-6-557x1024.jpg" alt="Dynamics of the structure and species composition of the forest stand from 1968 to 1993. (Streletsky site of the CCR, Dedov-Vesely ecosite, forest PTP No. 19) Note. For figure legends, see the note to Fig. 4." width="557" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-6-557x1024.jpg 557w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-6-82x150.jpg 82w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-6-163x300.jpg 163w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-6-768x1411.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-6.jpg 800w" sizes="(max-width: 557px) 100vw, 557px" /><p id="caption-attachment-2784" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 6.</strong> Dynamics of the structure and species composition of the forest stand from 1968 to 1993.</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(Streletsky site of the CCR, Dedov-Vesely ecosite, forest PTP No. 19)</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">Note. For figure legends, see the note to Fig. 4.</span></p></div>
<div id="attachment_2785" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2785" loading="lazy" class="size-full wp-image-2785" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-7.jpg" alt="Projective cover of bird cherry (Streletsky site of the CCR, Petrin Les ecosite, forest PTP No. 9, 1992)" width="1000" height="501" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-7.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-7-150x75.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-7-300x150.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-7-768x385.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2785" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 7.</strong> Projective cover of bird cherry</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(Streletsky site of the CCR, Petrin Les ecosite, forest PTP No. 9, 1992)</span></p></div>
<div id="attachment_2786" style="width: 759px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2786" loading="lazy" class="size-large wp-image-2786" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-8-749x1024.jpg" alt="Dynamics of the horizontal structure of the common hazel population (Kazatsky site of the CCR, Kazatsky forest ecosite, forest PTP No. 4)" width="749" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-8-749x1024.jpg 749w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-8-110x150.jpg 110w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-8-219x300.jpg 219w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-8-768x1051.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-8.jpg 1000w" sizes="(max-width: 749px) 100vw, 749px" /><p id="caption-attachment-2786" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 8.</strong> Dynamics of the horizontal structure of the common hazel population</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(Kazatsky site of the CCR, Kazatsky forest ecosite, forest PTP No. 4)</span></p></div>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">From</span><span lang="en-GB"> 2008 to 2014, we were performing complete mapping of the common hazel population of Streletsky site of the CCR using Garmin personal navigators. The resulting waypoints of location of the bushes’ base</span><span lang="en-US">s</span><span lang="en-GB"> were processed with GIS analytical tools. For example, derived maps created on the basis of Streletsky site DTM were used for automatic sorting of hazel detection locations by altitude, slope ranges, and slope directions using MapInfo Professional geographic operators and SQL queries (Ryzhkov, Ryzhkova, 2010a; Ryzhkova, Ryzhkov, 2011; Ryzhkov, Ryzhkova, 2014b). A similar GPS survey was made </span><span lang="en-US">on</span><span lang="en-GB"> the same area for small-leaved linden (Ryzhkov, Ryzhkova, 2010b).</span></span></p>
<div id="attachment_2787" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2787" loading="lazy" class="size-full wp-image-2787" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-9.jpg" alt="Resettlement of the common hazel from Temnaya hollow to the watershed in Dubroshina ecosite of the Streletsky site of the CCR (based on mapping materials from 1994 and 2008)" width="1000" height="994" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-9.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-9-150x150.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-9-300x298.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-9-768x763.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-9-160x160.jpg 160w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2787" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 9.</strong> Resettlement of the common hazel from Temnaya hollow to the watershed</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">in Dubroshina ecosite of the Streletsky site of the CCR (based on mapping materials from 1994 and 2008)</span></p></div>
<div id="attachment_2788" style="width: 613px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2788" loading="lazy" class="size-full wp-image-2788" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-10.jpg" alt="Local drying of an oak in Temnaya hollow (Dubroshina ecosite, Streletsky site of the CCR)" width="603" height="922" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-10.jpg 603w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-10-98x150.jpg 98w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-10-196x300.jpg 196w" sizes="(max-width: 603px) 100vw, 603px" /><p id="caption-attachment-2788" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 10.</strong> Local drying of an oak in Temnaya hollow</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(Dubroshina ecosite, Streletsky site of the CCR)</span></p></div>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">5. Currently, natural thinning of parent stands of oak of vegetative origin and strengthening of phytocenotic positions of other broad-leaved species continues. The last local foci of reserve oak forests drying were recorded in 1999–2000 and were associated with late spring frosts, the consequences of which were aggravated by summer droughts (Fig. 10). </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">In 1999–2000, about 20 oak trees per 1 ha were lost in the reserve&#8217;s oak forests. The rate of thinning of oak stands was low during the subsequent period from 2001 to 2018. On average, 1 to 8 trees per 1 ha died every year (Fig. 11). </span></p>
<div id="attachment_2789" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2789" loading="lazy" class="size-full wp-image-2789" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-11.jpg" alt="Long-term dynamics of current common oak mortality in the CCR (according to the data on 13 forest PTP)" width="1000" height="582" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-11.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-11-150x87.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-11-300x175.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-11-768x447.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2789" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 11.</strong> Long-term dynamics of current common oak mortality in the CCR</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">(according to the data on 13 forest PTP)</span></p></div>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The dynamics of the number of dry trees changed dramatically against the background of ongoing active fall of old standing dead oak trees and rare appearance of fresh standing dead wood. From 1970 to 2000 the process was undulating, with </span><span lang="en-US">slight changes</span><span lang="en-GB"> in the number of standing dead wood ranging from 150 to 250 trees/ha, but starting from 2001, there was a pronounced trend of a constant annual decrease in this figure (Ryzhkov O. et al., 2013). By 2018, the amount of standing dead oak trees has decreased to 73 trees/ha – the all-time low, which is explained, on the one hand, by the absence of current foci of oak dying-off, and on the other hand, by active turning of standing dead wood into windthrow. Windthrow (partly windsnap) of dead trees contributes to the progressive accumulation of dead wood, which in 2018 amounted to 542 trees/ha, whereas the stock was over 84 m</span><sup><span lang="en-GB">3</span></sup><span lang="en-GB">/ha. </span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Thus, the following features are typical for the process of oak mortality in the forests of the CCR in the last decade:</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;">– <span lang="en-GB">stable annual decrease in the number and stock of standing dead trees and the same stable increase in these indicators for windthrow; </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;">– <span lang="en-GB">low rates of thinning of oak stands.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The data on the trees of common oak that have changed their life state are regularly updated in the GIS on the PTP maps.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">During World War II, the majority of the reserve&#8217;s oak stands were cut down, with the exception of a small number of so-called &#171;standards&#187;, which </span><span lang="en-US">had been</span><span lang="en-GB"> 40–45 years old by that time. In 2008–2010, we carried out GIS mapping of such old-aged oak trees that were found in Streletsky site (Fig. 12).</span></span></p>
<div id="attachment_2790" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2790" loading="lazy" class="size-full wp-image-2790" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-12.jpg" alt="Scheme of distribution of old-aged common oak trees in Dubroshina and Solovyatnik ecosites of Streletsky site of the CCR (2010)" width="1000" height="1014" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-12.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-12-148x150.jpg 148w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-12-296x300.jpg 296w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-12-768x779.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2790" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 12.</strong> Scheme of distribution of old-aged common oak trees</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">in Dubroshina and Solovyatnik ecosites of Streletsky site of the CCR (2010)</span></p></div>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">6. Shade broad-leaved forests are starting to form within the modern boundaries of the forest-covered area of the CCR. This is evidenced by the dynamics of the species composition of the young generation in oak forests surveyed during repeated mapping on individual forest PTPs, these forests represented mainly by broad-leaved oak associates (Ryzhkov, Ryzhkova, 2004). Rejuvenation of forest-forming species populations is observed only in those habitats where illumination is not a limiting factor of the environment (clearings, ecotones with steppe, etc.).</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">We have carried out cartographic studies of common oak populations in the areas of contact between oak forests and open spaces (former fallows and virgin unmowed steppes). An important result of this work is the assessment of the current status and population structure of the major forest-forming species of the forest-steppe zone. The largest and most representative unmowed section of Streletskaya steppe, which was surveyed in detail in 2016, turned out to be a suitable area for self-reproduction of seed oak forests in the reserve. Coppice oak stands in the CCR gradually die off and do not produce viable offspring under their canopy. The success of oak regeneration in the ecotone zone of the unmowed section is objectively confirmed by mapping materials. Its population enjoys a full-fledged structure with a clear predominance of young trees (Fig. 13). We are currently witnessing the initial stage of formation of highly productive seed oak stands that will replace the coppice stands (Ryzhkov O. et al., 2017b,c). This conclusion is valid only for the areas with light mode of open places in natural areas of contact between forest and steppe.</span></p>
<div id="attachment_2791" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2791" loading="lazy" class="size-full wp-image-2791" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-13.jpg" alt="Natural seed regeneration of common oak in the ecotones between forest and virgin unmowed steppe (2016). Note. The image shows virginal oak plants on the Second unmowed section of Streletskaya steppe." width="1000" height="1010" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-13.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-13-297x300.jpg 297w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-13-768x776.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2791" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 13.</strong> Natural seed regeneration of common oak in the ecotones between</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">forest and virgin unmowed steppe (2016). Note. The image shows virginal oak plants on the Second unmowed section of Streletskaya steppe.</span></p></div>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">7. Abnormal weather conditions in 2009–2012, in particular heat and drought, led to the drying of upper soil horizons in the forests, which in turn caused a massive dying off of aspen trees, especially on Streletsky and Kazatsky sites of the CCR (Fig. 14). The woody vegetation of the &#171;Osinovy Kust&#187; forest PTP located on the Streletsky site in Petrin Les ecosite (Krasnitskij, 1983) was studied to the greatest extent. Aspen (</span><span lang="en-GB"><i>Populus tremula</i></span><span lang="en-GB"> L.) had been the dominant species of the stand here for a long time.</span><span lang="en-US"> The d</span><span lang="en-GB">etailed cartographic studies that were performed at this site in 1975 and 2004, showed a significant increase in the projective cover of the aspen stand (Ryzhkova, Ryzhkov, 2006). However, the above-mentioned weather anomalies</span><span lang="en-US"> drew</span><span lang="en-GB"> aspen population to the stage of regression. In this case, mostly mature generative trees that made up the population nucleus of this species died (Fig. 15). The information about dying off of aspen stands and its dynamics has been published by (Ryzhkova et al., 2012; Ryzhkov D. et al., 2015; Ryzhkova et al., 2018).</span></span></p>
<div id="attachment_2792" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2792" loading="lazy" class="size-full wp-image-2792" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-14.jpg" alt="Disintegration of aspen stands on Kazatsky and Streletsky sites of the CCR" width="1000" height="338" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-14.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-14-150x51.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-14-300x101.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-14-768x260.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2792" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 14.</strong> Disintegration of aspen stands on Kazatsky and Streletsky sites of the CCR</span></p></div>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The process of disintegration of aspen stands is clearly demonstrated by the bar chart of long-term dynamics of the relative participation of aspen in the total woody litter, which decreased from 95.1% in 1970 to 2.4% in 2017 (Fig. 16).</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">8. In contrast to aspen, silver birch (</span><span lang="en-GB"><i>Betula pendula</i></span><span lang="en-GB"> Roth) has demonstrated an expansion of its growing area as evidenced by modern cartographic studies.</span> <span lang="en-GB">This species was previously extremely rare in the CCR. Only 10 specimens under 4 m high were found in all the oak forests of Streletsky site, 6 trees in Solovyatnik, 1 tree in Petrin Les, and 3 trees in Dubroshina. (Alehin, 1940). New information appeared later about the distribution of birch: 99 trees in Solovyatnik, 7 trees in Dubroshina (Levickij, 1957).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">In 1994, we performed complete enumeration and eye mapping of the location of birch trees in Dubroshina, Solovyatnik and Dedov-Vesely ecosites and published the resulting data on changes of the range of this species and its occurrence in the forests of Streletsky site of CCR (Ryzhkov, 1997). Sections of the northern slope of Petrin Log with the sparse tree tier and the presence of clearings turned out to be the most optimal ecotopes for birch settlement (Ryzhkov, 2001b). </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">. </span></p>
<div id="attachment_2793" style="width: 518px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2793" loading="lazy" class="size-large wp-image-2793" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-15-508x1024.jpg" alt="Dynamics of aspen projective covers based on mapping materials of different years (Streletsky site, " width="508" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-15-508x1024.jpg 508w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-15-74x150.jpg 74w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-15-149x300.jpg 149w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-15-768x1549.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-15.jpg 800w" sizes="(max-width: 508px) 100vw, 508px" /><p id="caption-attachment-2793" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 15.</strong> Dynamics of aspen projective covers based on mapping materials of different years (Streletsky site, &#171;Osinovy Kust&#187; PTP). Note: in 2017, projections of aspen crowns were rendered visually without detailed field mapping.</span></p></div>
<div id="attachment_2794" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2794" loading="lazy" class="size-full wp-image-2794" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-16.jpg" alt="Dynamics of the relative participation of aspen fractions in the woody litter at " width="1000" height="485" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-16.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-16-150x73.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-16-300x146.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-16-768x372.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2794" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 16.</strong> Dynamics of the relative participation of aspen fractions in the woody litter</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">at &#171;Osinovy Kust&#187; forest PTP</span></p></div>
<div id="attachment_2795" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2795" loading="lazy" class="size-full wp-image-2795" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-17.jpg" alt="Scheme of distribution of the silver birch across Streletsky site of the Central Chernozem Reserve based on mapping data of 2008–2011" width="1000" height="708" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-17.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-17-150x106.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-17-300x212.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-17-768x544.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2795" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 17.</strong> Scheme of distribution of the silver birch across Streletsky site</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">of the Central Chernozem Reserve based on mapping data of 2008–2011</span></p></div>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">In 2008-2011 total ground GIS-mapping of silver birch population was made </span><span lang="en-US">b</span><span lang="en-GB">ased on GIS-survey within Streletsky site, and accurate maps of silver birch distribution were created (Fig. 17). There were 1,514 trees of this species mapped in total, and the majority of them were highly viable (Ryzhkov, Ryzhkova, 2014c). </span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Thus, despite suboptimal light conditions of the modern forest communities of the reserve, Streletsky site still has the ecotopes that are suitable for the settlement and spread of silver birch, which is confirmed by the results of our research.</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">To improve visualization of birch settlement process, the method of draping the DTM with various raster images was applied (Ryzhkov, 2013).</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">During the field GPS-survey, collecting of attribute information was accompanied by taking pictures of each birch tree with subsequent linking of the images to the corresponding record in the geodatabase in GIS environment (Fig. 18).</span></p>
<div id="attachment_2796" style="width: 760px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2796" loading="lazy" class="size-full wp-image-2796" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-18.jpg" alt="Visualization of an image of a silver birch tree from a GIS attribute table entry " width="750" height="1000" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-18.jpg 750w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-18-113x150.jpg 113w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-18-225x300.jpg 225w" sizes="(max-width: 750px) 100vw, 750px" /><p id="caption-attachment-2796" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 18.</strong> Visualization of an image of a silver birch tree</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">from a GIS attribute table entry</span></p></div>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">9. Geoinformation mapping methods were also used to study populations of rare tree species </span><span lang="en-US">inhabiting</span><span lang="en-GB"> the reserve, in particular of the dwarf almond (</span><span lang="en-GB"><i>Amygdalus nana</i></span><span lang="en-GB"> L.). We have collected the most complete geospatial information concerning dwarf almond not only </span><span lang="en-US">in</span><span lang="en-GB"> the reserve but in Kursk oblast as a whole. The population of this species was mapped in detail in Khvoshchevoy Log of the Streletsky site of CCR in 2009, at Gorodnoye ecosite, Barkalovka site, and at Pokosnevo and Bukreevo ecosites, Bukreevy Barmy site in 2011, and at Kazatsky site in 2012–2013 where Barybin Log was found to have region’s largest habitat of the species (Ryzhkov, Ryzhkova, 2012b). The method of total planimetric survey using satellite positioning devices was applied.</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">According to the mapping materials of 2012–2013, the total projective cover of dwarf almond on Kazatsky site of the CCR was 12.9 ha (Fig. 19). A DTM of the site territory was constructed. It served as the basis for generating polynomial covers of the main morphometric parameters of the terrain and enabled analyzing the spatial structure of the dwarf almond population depending on these parameters (Ryzhkov, Ryzhkova, 2014a,b).</span></p>
<div id="attachment_2797" style="width: 1010px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2797" loading="lazy" class="size-full wp-image-2797" src="https://jfsi.ru/wp-content/uploads/2020/03/Figure-19.jpg" alt="Figure 19. Scheme of projective covers of dwarf almond on Kazatsky site of the CCR, 2013" width="1000" height="762" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Figure-19.jpg 1000w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-19-150x114.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-19-300x229.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Figure-19-768x585.jpg 768w" sizes="(max-width: 1000px) 100vw, 1000px" /><p id="caption-attachment-2797" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 19.</strong> Scheme of projective covers of dwarf almond on Kazatsky site of the CCR, 2013</span></p></div>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">10. As noted, the Central Chernozem Reserve is located in the border area between forest and steppe, therefore the forest-steppe relationship has always been of great priority. Studying the distribution of tree and shrub vegetation both in former fallows and virgin steppes has its advantages over the study of typical forest ecosystems in terms of GIS, since in open spaces it is possible to use both personal navigators and high-precision GNSS equipment. The following were the most significant thematic cartographic works performed in the CCR using satellite positioning devices: </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>2007. Mapping of the distribution of woody vegetation on the fallows of Bukreevy Barmy site of the CCR.</i></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The site is located in the central part of the Central Russian Upland, in the upper reaches of the Oskol river basin. The research was carried out on the largest fallow with an area of 20 ha. At the time of mapping, it was 29 years old. We recorded the coordinates of the plant trunk bases with a personal navigator Garmin GPSMap 78s. 38 species of trees and shrubs were identified</span><span lang="en-US"> in 2007</span><span lang="en-GB">. The data was processed with GIS analytical tools. Having a significant array of GPS points that have three-dimensional coordinates and are more or less evenly distributed over the territory of the fallow, we were able to build maps of projective covers of tree and shrub species in the MapInfo environment. Vertical Mapper module was used for this purpose to generate heights-based raster network files or GRD files. The network of heights of specimens of woody species of Bukreevy Barmy site of the CCR, helped to create vector maps of projective covers of trees and shrubs with certain heights and calculate their areas. We believe that the possibility to obtain vector projective covers of tree and shrub vegetation from a GRD file is extremely important. This method can be considered as an alternative to time-consuming manual planimetric plotting of crowns on paper in the field (Ryzhkov, 2013).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>2004, 2011. Mapping of the distribution of tree and shrub species in the pasture of Streletsky site of the CCR. </i></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Dynamic maps of single-growing trees and shrubs were made in the above years on the test plots of 15.5 (2004) and 5.0 (2011) ha on the basis of GPS-surveys. Personal satellite navigators Garmin GPS 12CX (2004) and Garmin GPSMap 78s (2011) were used for mapping. MapInfo Professional 10.5.2 rus GIS helped to analyze the appearance and death of different types of trees and shrubs on the pasture test plot (5 ha) for the period from 2004 to 2011. It was found that the rate of repopulation of </span><span lang="en-US">the </span><span lang="en-GB">groups of trees on pasture is about 18 trees per year per 5 ha, whereas the rate of elimination is about 5 trees per year (Ryzhkov, Ryzhkova, 2012a).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>2016. Mapping of the distribution of woody vegetation on the Second unmowed section of Streletskaya steppe.</i></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The satellite receiver of geodesic class Trimble GeoExplorer 6000 GeoXH CE and the DJI Inspire-1 UAV were used for the survey.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">56 </span><span lang="en-US">growing </span><span lang="en-GB">species of woody plants, including 23 species of trees and 33 species of shrubs were found in the area under survey (Ryzhkov et al., 2017). A total of 7,251 individual plants and 1,787 thickets were taken into account. The total projective cover of tree and shrub vegetation made up 14.3 ha (or 14.1% of the area of the Second unmowed section), of which single plants accounted for 3.0 ha and thickets – for 11.3 ha (Ryzhkov O. et al., 2017a,b). This value of the total projective cover is the highest among all previously mapped unmowed sections of the reserve. 1.6% of this value accounts for the forest, which in 80 years after the foundation of the unmowed section (from 1935 to 2016) has occupied 1.67 ha of it (Ryzhkov, Ryzhkova, 2018).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The Central Chernozem Reserve is actively developing cooperation, including international cooperation (Ryzhkov, Tregubov, 2006), in terms of mastering and sharing experience in the use of GPS and GIS technologies in protected areas (Solncev et al., 2006). Appropriate guidelines and practical training courses have been developed for the employees of nature reserves and national parks (Ryzhkov, 2007; Ryzhkov, 2009a).</span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>CONCLUSION</b></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Modern GIS technologies, especially those based on data collection using high-precision satellite positioning devices, quickly provide reliable information about natural objects and enable regular monitoring of their condition. Such monitoring provides the most valuable information by total mapping of woody vegetation of the CCR on permanent test plots, as well as by studying populations of individual species on protected areas. The accumulated long-term series of observations in conjunction with cartographic materials formed the basis for short-term forecasts of the development of forest ecosystems in the CCR (Ryzhkov, 2002). The main conclusions from the completed studies for the period from 1989 to 2019 are as follows:</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">1. Zonal forest forming species, i.e. the common oak, is gradually losing its role of the dominating species. Coppice oak stands of the 5th-6th generation cannot form viable undergrowth under the forest canopy and will be replaced unidirectionally by associate species. However, in ecotone zones between forest and steppe, where light is not a limiting factor of the environment, full-fledged populations of common oak develop with a significant proportion of plants of pregenerative stage. Thus, instead of coppice mother stands, in the long term seed oak forests, that will be geographically linked to the current forest edge, may develop.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">2. Aspen stands of the CCR proved to be extremely sensitive to climatic anomalies and are currently </span><span lang="en-US">at the</span><span lang="en-GB"> disintegration stage. In some areas, the population is rejuvenated: rootshoots appeared after the death of generative trees, but it remains to be seen whether they will last for long. In most cases, former aspen forests </span><span lang="en-US">are replaced with </span><span lang="en-GB">other types of forest with new wood edificators represented by shade-resistant species (most likely Norway maple).</span></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">3. Birch stands turned out to be more resistant to adverse environmental factors. Active spread of the silver birch is seen on the Streletsky site of the CCR, mainly along the slopes of the northern direction.</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">4. Powerful undergrowth of cherry and hazel has formed in oak forests, which also creates additional shade under the forest canopy. These species have almost completely displaced light-demanding shrubs (blackthorn, common buckthorn, rose hips, etc.) from oak forests. The area of hazel growth has a tendency to increase and spread from logs to watersheds; new centres of its settlement are found.</span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">5. In the forest-steppe confrontation, the former is stronger now. In the natural course of processes, the CCR is experiencing afforestation of open areas (steppes, restored on former fallows; virgin meadow steppes in non-mowed mode; pastures, etc.). </span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The scope of potential application of geospatial information in forest science will undoubtedly be growing, as modern GIS technologies have already become an integral tool for understanding the nature of the forest.</span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>ACKNOWLEDGEMENTS</b></span></p>
<p style="text-align: justify;"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">In 2016, cartographic studies were carried out with the financial support of the project of UNDP/GEF/Ministry of natural resources of Russia No. 00072294 &#171;Improving the protected areas management system and mechanisms in the steppe biome of Russia&#187;.</span></p>
<p style="text-align: center;" align="CENTER"><span lang="en-US" style="font-family: times new roman, times, serif; color: #000000;"><b>REFERENCES</b></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Alekhin</span> <span lang="en-US">V</span><span lang="en-GB">.</span><span lang="en-US">V</span><span lang="en-GB">., </span><span lang="en-US">Ocherk</span> <span lang="en-US">rastitel</span><span lang="en-GB">&#8216;</span><span lang="en-US">nosti</span> <span lang="en-US">i</span> <span lang="en-US">ee</span> <span lang="en-US">posledovatel</span><span lang="en-GB">&#8216;</span><span lang="en-US">noj</span> <span lang="en-US">smeny</span> <span lang="en-US">na</span> <span lang="en-US">uchastke</span> <span lang="en-US">Streleckaja</span> <span lang="en-US">step</span><span lang="en-GB">&#8216; </span><span lang="en-US">pod</span> <span lang="en-US">Kurskom</span><span lang="en-GB"> (</span><span lang="en-US">Essay</span> <span lang="en-US">of</span> <span lang="en-US">vegetation</span> <span lang="en-US">and</span> <span lang="en-US">its</span> <span lang="en-US">successive</span> <span lang="en-US">change</span> <span lang="en-US">in</span> <span lang="en-US">the</span> <span lang="en-US">area</span> <span lang="en-US">of</span> <span lang="en-US">the</span> <span lang="en-US">Streletskaya</span> <span lang="en-US">steppe</span> <span lang="en-US">near</span> <span lang="en-US">Kursk</span><span lang="en-GB">), </span><span lang="en-US"><i>Tr</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>SPb</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>obshh</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>estestvoispytatelej</i></span><span lang="en-GB"><i>, </i></span><span lang="en-US"><i>otd</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>botan</i></span><span lang="en-GB"><i>.,</i></span><span lang="en-GB"> 1909, </span><span lang="en-US">Vol</span><span lang="en-GB">. 40, </span><span lang="en-US">Issue</span><span lang="en-GB"> 1, 112 </span><span lang="en-US">p</span><span lang="en-GB">. </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Kartometricheskie</span> <span lang="en-US">issledovanija</span> <span lang="en-US">na</span> <span lang="en-US">territorii</span> <span lang="en-US">Central</span><span lang="en-GB">&#8216;</span><span lang="en-US">no</span><span lang="en-GB">&#8212;</span><span lang="en-US">Chernozemnogo</span> <span lang="en-US">zapovednika</span> <span lang="en-US">im</span><span lang="en-GB">. </span><span lang="en-US">prof</span><span lang="en-GB">. </span><span lang="en-US">V</span><span lang="en-GB">.</span><span lang="en-US">V</span><span lang="en-GB">. </span><span lang="en-US">Alekhina</span><span lang="en-GB"> (</span><span lang="en-US">Cartometric</span> <span lang="en-US">studies</span> <span lang="en-US">on</span> <span lang="en-US">the</span> <span lang="en-US">territory</span> <span lang="en-US">of</span> <span lang="en-US">the</span> <span lang="en-US">Central</span> <span lang="en-US">Chernozem</span> <span lang="en-US">reserve</span><span lang="en-GB">), </span><span lang="en-US"><i>Otchet</i></span><i> </i><span lang="en-US"><i>IGAN</i></span><i> </i><span lang="en-US"><i>SSSR</i></span><i> </i><span lang="en-US"><i>za</i></span><span lang="en-GB"><i> 1961-1975 </i></span><span lang="en-US"><i>gg</i></span><span lang="en-GB"><i>.</i></span><span lang="en-GB"> (</span><span lang="en-US">sost</span><span lang="en-GB">. </span><span lang="en-US">P</span><span lang="en-GB">.</span><span lang="en-US">K</span><span lang="en-GB">. </span><span lang="en-US">Rubajlo</span><span lang="en-GB">), </span><span lang="en-US">Inv</span><span lang="en-GB">. </span><span lang="en-US">No</span><span lang="en-GB"> 438, 1975, 43 </span><span lang="en-US">p</span><span lang="en-GB">.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Kashkarova</span> <span lang="en-US">V</span><span lang="en-GB">.</span><span lang="en-US">P</span><span lang="en-GB">., </span><span lang="en-US">Rubajlo</span> <span lang="en-US">P</span><span lang="en-GB">.</span><span lang="en-US">K</span><span lang="en-GB">., </span><span lang="en-US">Utehin</span> <span lang="en-US">V</span><span lang="en-GB">.</span><span lang="en-US">D</span><span lang="en-GB">., </span><span lang="en-US">Karta</span> <span lang="en-US">rastitel</span><span lang="en-GB">&#8216;</span><span lang="en-US">nosti</span> <span lang="en-US">dal</span><span lang="en-GB">&#8216;</span><span lang="en-US">nego</span> <span lang="en-US">nekosimogo</span> <span lang="en-US">uchastka</span> <span lang="en-US">Streleckoj</span> <span lang="en-US">stepi</span><span lang="en-GB"> (</span><span lang="en-US">Vegetation</span> <span lang="en-US">Map</span> <span lang="en-US">of</span> <span lang="en-US">the</span> <span lang="en-US">distant</span> <span lang="en-US">non</span><span lang="en-GB">&#8212;</span><span lang="en-US">irrigated</span> <span lang="en-US">area</span> <span lang="en-US">of</span> <span lang="en-US">the</span> <span lang="en-US">Sagittarius</span> <span lang="en-US">steppe</span><span lang="en-GB">) </span><span lang="en-US"><i>Otchjot</i></span><i> </i><span lang="en-US"><i>Central</i></span><span lang="en-GB"><i>&#8216;</i></span><span lang="en-US"><i>no</i></span><span lang="en-GB"><i>&#8212;</i></span><span lang="en-US"><i>Chernozemnogo</i></span><i> </i><span lang="en-US"><i>gosudarstvennogo</i></span><i> </i><span lang="en-US"><i>zapovednika</i></span><i> </i><span lang="en-US"><i>im</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>prof</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>V</i></span><span lang="en-GB"><i>.</i></span><span lang="en-US"><i>V</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>Alehina</i></span><span lang="en-GB">, 1973, </span><span lang="en-US">Inv</span><span lang="en-GB">. </span><span lang="en-US">No</span><span lang="en-GB"> 425.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Krasnitskij</span> <span lang="en-US">A</span><span lang="en-GB">.</span><span lang="en-US">M</span><span lang="en-GB">., </span><span lang="en-US">Estestvennoe</span> <span lang="en-US">rasprostranenie</span> <span lang="en-US">derev</span><span lang="en-GB">&#8216;</span><span lang="en-US">ev</span> <span lang="en-US">i</span> <span lang="en-US">kustarnikov</span> <span lang="en-US">na</span> <span lang="en-US">nekosimoj</span> <span lang="en-US">zalezhi</span> <span lang="en-US">v</span> <span lang="en-US">Central</span><span lang="en-GB">&#8216;</span><span lang="en-US">no</span><span lang="en-GB">&#8212;</span><span lang="en-US">Chernozemnom</span> <span lang="en-US">zapovednike</span><span lang="en-GB"> (</span><span lang="en-US">Natural</span> <span lang="en-US">distribution</span> <span lang="en-US">of</span> <span lang="en-US">trees</span> <span lang="en-US">and</span> <span lang="en-US">shrubs</span> <span lang="en-US">on</span> <span lang="en-US">an</span> <span lang="en-US">unattainable</span> <span lang="en-US">Deposit</span> <span lang="en-US">in</span> <span lang="en-US">the</span> <span lang="en-US">Central</span> <span lang="en-US">black</span> <span lang="en-US">earth</span> <span lang="en-US">reserve</span><span lang="en-GB">), </span><span lang="en-US"><i>Botan</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>zhurn</i></span><span lang="en-GB">., 1973, </span><span lang="en-US">Vol</span><span lang="en-GB">. 58, </span><span lang="en-US">No</span><span lang="en-GB"> 2, </span><span lang="en-US">pp</span><span lang="en-GB">. 212-224. </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Krasnitskij</span> <span lang="en-US">A</span><span lang="en-GB">.</span><span lang="en-US">M</span><span lang="en-GB">., </span><span lang="en-US">Lesoobrazujushhaja</span> <span lang="en-US">rol</span><span lang="en-GB">&#8216; </span><span lang="en-US">osiny</span> <span lang="en-US">v</span> <span lang="en-US">processah</span> <span lang="en-US">rasprostranenija</span> <span lang="en-US">i</span> <span lang="en-US">vozobnovlenija</span> <span lang="en-US">dubrav</span> <span lang="en-US">na</span> <span lang="en-US">primere</span> <span lang="en-US">osinovogo</span> <span lang="en-US">kusta</span> <span lang="en-US">v</span> <span lang="en-US">Central</span><span lang="en-GB">&#8216;</span><span lang="en-US">no</span><span lang="en-GB">&#8212;</span><span lang="en-US">Chernozemnom</span> <span lang="en-US">zapovednike</span><span lang="en-GB"> (</span><span lang="en-US">Forest</span><span lang="en-GB">&#8212;</span><span lang="en-US">Forming</span> <span lang="en-US">role</span> <span lang="en-US">of</span> <span lang="en-US">aspen</span> <span lang="en-US">in</span> <span lang="en-US">the</span> <span lang="en-US">processes</span> <span lang="en-US">of</span> <span lang="en-US">distribution</span> <span lang="en-US">and</span> <span lang="en-US">renewal</span> <span lang="en-US">of</span> <span lang="en-US">oak</span> <span lang="en-US">forests</span> <span lang="en-US">on</span> <span lang="en-US">the</span> <span lang="en-US">example</span> <span lang="en-US">of</span> <span lang="en-US">aspen</span> <span lang="en-US">Bush</span> <span lang="en-US">in</span> <span lang="en-US">the</span> <span lang="en-US">Central</span> <span lang="en-US">black</span> <span lang="en-US">earth</span> <span lang="en-US">reserve</span><span lang="en-GB">), </span><span lang="en-US"><i>Jekologocenoticheskie</i></span><i> </i><span lang="en-US"><i>i</i></span><i> </i><span lang="en-US"><i>geograficheskie</i></span><i> </i><span lang="en-US"><i>osobennosti</i></span><i> </i><span lang="en-US"><i>rastitel</i></span><span lang="en-GB"><i>&#8216;</i></span><span lang="en-US"><i>nosti</i></span><span lang="en-GB"><i>, </i></span><span lang="en-US">Moscow</span><span lang="en-GB">, 1983, </span><span lang="en-US">pp</span><span lang="en-GB">. 107-121.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Krasnitskij</span> <span lang="en-US">A</span><span lang="en-GB">.</span><span lang="en-US">M</span><span lang="en-GB">., </span><span lang="en-US">Soshnin</span> <span lang="en-US">G</span><span lang="en-GB">.</span><span lang="en-US">P</span><span lang="en-GB">., </span><span lang="en-US">Vnedrenie</span> <span lang="en-US">derev</span><span lang="en-GB">&#8216;</span><span lang="en-US">ev</span> <span lang="en-US">i</span> <span lang="en-US">kustarnikov</span> <span lang="en-US">na</span> <span lang="en-US">nekosimyh</span> <span lang="en-US">uchastkah</span> <span lang="en-US">Central</span><span lang="en-GB">&#8216;</span><span lang="en-US">no</span><span lang="en-GB">&#8212;</span><span lang="en-US">Chernozemnogo</span> <span lang="en-US">zapovednika</span><span lang="en-GB"> (</span><span lang="en-US">The</span> <span lang="en-US">Introduction</span> <span lang="en-US">of</span> <span lang="en-US">trees</span> <span lang="en-US">and</span> <span lang="en-US">shrubs</span> <span lang="en-US">on</span> <span lang="en-US">nekomimi</span> <span lang="en-US">areas</span> <span lang="en-US">of</span> <span lang="en-US">the</span> <span lang="en-US">Central</span> <span lang="en-US">Chernozem</span> <span lang="en-US">reserve</span><span lang="en-GB">), </span><span lang="en-US"><i>Bjul</i></span><span lang="en-GB"><i>. </i></span><span lang="en-US"><i>MOIP Otd. biol</i></span><span lang="en-US">., 1984, Vol. 89, Issue 2, pp. 88-97.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><i>Letopis&#8217; prirody Central&#8217;no-Chernozemnogo zapovednika</i></span><span lang="en-US"> (Chronicle of the nature of the Central black earth reserve), Book 2 (1941-1945), 1949, 34 p.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><i>Letopis&#8217; prirody Central&#8217;no-Chernozemnogo zapovednika</i></span><span lang="en-US"> (Chronicle of the nature of the Central black earth reserve), Book 4 (1949-1950), 1951, 70 p.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Levickij S.S. Spisok sosudistyh rastenij Central&#8217;no–Chernozemnogo gosudarstvennogo zapovednika (List of vascular plants of the Central Chernozem state reserve), In: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gos. zapovednika </i></span><span lang="en-US">(Tr. Center.-Chernozemn. state reserve), Kursk, 1957, Issue 4, pp. 110-173. </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Nepochatyh L.V., Ryzhkov O.V., Klimat (Climate), In: </span><span lang="en-US"><i>Central&#8217;no-Chernozemnyj gosudarstvennyj prirodnyj biosfernyj zapovednik imeni professora V.V. Alehina</i></span><span lang="en-US"> (nauchno-populjarnoe izdanie), Pod obshh. red. A.A. Vlasova, O.V. Ryzhkova, N.I. Zolotuhina, Kursk: Mechta, 2016, pp. 15-19.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Neshataev Ju.N., Vyborochno-statisticheskij metod v detal&#8217;nom kartografirovanii dubrav (Sampling-statistical method in detailed mapping of oak forests), </span><span lang="en-US"><i>Krupnomasshtabnoe kartografirovanie rastitel&#8217;nosti</i></span><span lang="en-US">, Novosibirsk: Nauka, 1970, pp. 56-65.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Neshataev Ju.N., Detal&#8217;noe krupnomasshtabnoe geobotanicheskoe kartirovanie kak objazatel&#8217;nyj jelement jekologicheskogo monitoringa (na primere biosfernogo Central&#8217;no-Chernozemnogo zapovednika) (Detailed large-scale geobotanical mapping as a mandatory element of environmental monitoring (on the example of the Central black earth biosphere reserve)), </span><span lang="en-US"><i>Regional&#8217;nyj jekologicheskij monitoring</i></span><span lang="en-US">, Pushhino: NCBN SSSR, 1983, pp. 58-63.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Neshataev Ju.N., Nekotorye itogi izuchenija dinamiki rastitel&#8217;nosti Kazackogo uchastka Central&#8217;no-Chernozemnogo biosfernogo zapovednika metodom vyborochno-statisticheskogo kartografirovanija (Some results of studying vegetation dynamics of the Cossack site of the Central Chernozem biosphere reserve method of selectively and statistical mapping), In: </span><span lang="en-US"><i>Zapovednoe delo: Nauchno-metodicheskie zapiski komissii po zapovednomu delu</i></span><span lang="en-US">, Issue 1. Moscow, 1996, pp. 35-40.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Neshataev Ju.N., Novikova L.A., Uhacheva V.N., Osnovnye tendencii izmenenija rastitel&#8217;nosti Kazackogo uchastka Central&#8217;no-Chernozemnogo zapovednika (po itogam geobotanicheskogo kartirovanija 1968 i 1979 gg.) (The main trends in the vegetation of the Cossack site of the Central black earth reserve (according to the results of geobotanical mapping in 1968 and 1979)), </span><span lang="en-US"><i>Nauchnoe nasledie V.V. Alehina i razvitie ego idej v zapovednom dele</i></span><span lang="en-US">, Kursk, 1982, pp. 49-52.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Petrova I.F., </span><span lang="en-US"><i>Tendencii izmenenija lugovostepnoj rastitel&#8217;nosti Central&#8217;noj lesostepi</i></span><span lang="en-US"> (Tendencies of change of meadow-steppe vegetation of the Central forest-steppe), Moscow, 1990, 206 p.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov D.O., Ryzhkova G.A., Ryzhkov O.V., Raspad osinovyh nasazhdenij Central&#8217;no-Chernozemnogo zapovednika (The Decay of aspen plantations of the Central black earth reserve), In: Biologicheskoe raznoobrazie kak osnova sushhestvovanija i funkcionirovanija estestvennyh i iskusstvennyh jekosistem: </span><span lang="en-US"><i>Mater. Vserosp. molodjozh. nauch. konf. </i></span><span lang="en-US">(All-Russian. youth. scientific conf.) 8-10 June 2015, Voronezh: Istoki, 2015, pp. 267-271.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Sostojanie i razvitie dubrav Central&#8217;noj lesostepi (na primere zapovednikov Central&#8217;no-Chernozemnogo i &#171;Les na Vorskle&#187;) (Condition and development of oak forests of the Central forest-steppe (on the example of reserves of the Central Chernozem and &#171;Forest on Vorskla&#187;)), </span><span lang="en-US"><i>Avtoreferat dissertacii na soiskanie uchenoj stepeni kandidata biologicheskih nauk,</i></span><span lang="en-US"> Krasnodar, 1996a, 22 p.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Stacionarnye issledovanija drevesnoj rastitel&#8217;nosti v zapovednikah (Stationary studies of woody vegetation in nature reserves), In: </span><span lang="en-US"><i>Pochvennyj i bioticheskij monitoring zapovednyh jekosistem: Metodicheskoe posobie </i></span><span lang="en-US">(</span><span lang="en-US"><i>Pochvennyj i bioticheskij monitoring zapovednyh jekosistem: Metodicheskoe posobie</i></span><span lang="en-US">), Moscow: KMK Scientific Press Ltd., 1996b, pp. 51-60.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Dinamika sostava lesov Central&#8217;no-Chernozemnogo zapovednika (Forest composition Dynamics of the Central Chernozem reserve), In: Mnogoletnjaja dinamika prirodnyh processov i biologicheskoe raznoobrazie zapovednyh jekosistem Central&#8217;nogo Chernozem&#8217;ja i Altaja, </span><span lang="en-US"><i>Trudy Central&#8217;no-Chernozemnogo gosudarstvennogo zapovednika</i></span><span lang="en-US">, Issue 15, M: KMK Scientific Press Ltd., 1997, pp. 73-86.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Metodologija ispol&#8217;zovanija vektornyh kart rastitel&#8217;nosti v lesovedenii i vizualizacii graficheskoj informacii (Methodology of use of vector maps of vegetation in forest science and visualization of graphic information), In: Botanicheskie, pochvennye i landshaftnye issledovanija v zapovednikah Central&#8217;nogo Chernozem&#8217;ja: </span><span lang="en-US"><i>Tr. Associacii OOPT Central&#8217;nogo Chernozem&#8217;ja Rossii</i></span><span lang="en-US">, Issue 1. Tula, 2000, p. 120-130.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ispol&#8217;zovanie Autocad 2000 dlja sozdanija vektornyh kart lesnyh fitocenozov (Using Autocad 2000 to create vector maps of forest phytocenoses), In: Rastitel&#8217;nyj pokrov Central&#8217;no-Chernozemnogo zapovednika: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 18, Tula, 2001a, pp. 82-93.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., </span><span lang="en-US"><i>Sostojanie i razvitie dubrav Central&#8217;noj lesostepi (na primere zapovednikov Central&#8217;no-Chernozemnogo i &#171;Les na Vorskle&#187;)</i></span><span lang="en-US"> (Condition and development of oak forests in the Central forest-steppe zone (by the example of nature reserves in the Central Chernozem and &#171;Forest on the Vorskla&#187;)), Tula, 2001b, 182 p.</span></span></p>
<p style="text-align: justify;"><span lang="en-US" style="font-family: times new roman, times, serif; color: #000000;">Ryzhkov O.V., Lesnye jekosistemy Central&#8217;no-Chernozemnogo zapovednika: proshloe, nastojashhee, budushhee (Forest ecosystems of the Central Chernozem reserve: past, present, future), In: Izuchenie i ohrana prirody lesostepi (Study and conservation of forest-steppe): Scientific-Practical Conf., Dedicated. 120th Anniversary of the Birth of V.V. Alekhina), Tula, 17 January 2002, Tula, 2002, pp. 11-14.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Metodicheskie aspekty primenenija GPS i GIS dlja izuchenija osobo ohranjaemyh prirodnyh territorij (Methodological aspects of the use of GPS and GIS for the study of specially protected natural areas), In: </span><span lang="en-US"><i>Ispol&#8217;zovanie GPS- i GIS-tehnologij dlja izuchenija osobo ohranjaemyh prirodnyh territorij (na primere landshaftnoj struktury Voronezhskogo gosudarstvennogo biosfernogo zapovednika) </i></span><span lang="en-US">(The use of GPS &#8212; and GIS technologies for the study of specially protected natural areas (for example, the landscape structure of the Voronezh State Biosphere Reserve), Pod redakciej: V.N. Solnceva, O.V. Tregubova, O.V. Ryzhkova, B.A. Alekseeva, S. Kola, P. Uorda, Tula, 2006a, pp. 14-115.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Obzor stacionarnyh kartograficheskih issledovanij rastitel&#8217;nosti Central&#8217;no-Chernozjomnogo zapovednika (Overview of the stationary mapping studies of the vegetation of the Central black earth reserve), In: Kartograficheskie issledovanija v Central&#8217;no-Chernozemnom zapovednike: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gos. zapovednika</i></span><span lang="en-US">, Issue 19, Kursk, 2006b, pp. 35-39.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ruchnoj i jelektronnyj metody opredelenija ploshhadej proektivnyh pokrytij drevostoev (obzor, preimushhestva i nedostatki, sravnenie) (Manual and electronic methods of determining the areas of projective cover of stands (review, advantages and disadvantages, comparison)), In: Kartograficheskie issledovanija v Central&#8217;no-Chernozemnom zapovednike: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 19, Kursk, 2006</span>с<span lang="en-US">, pp. 138-140.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., </span><span lang="en-US"><i>Metodicheskoe posobie k seminaru &#171;Geoinformacionnye sistemy i osobo ohranjaemye prirodnye territorii&#187; (16-21 aprelja 2007, Elizovo)</i></span><span lang="en-US"> (Handbook for the seminar &#171;Geoinformation systems and specially protected natural areas&#187; (April 16-21, 2007, Elizovo), Tula: Grif i K, 2007, 240 p.</span></span></p>
<p style="text-align: justify;"><span lang="en-US" style="font-family: times new roman, times, serif; color: #000000;">Ryzhkov O.V., Primenenie metodov nazemnogo sputnikovogo pozicionirovanija i GIS dlja izuchenija redkih vidov bioty na osobo ohranjaemyh prirodnyh territorijah Kurskoj oblasti (Application of methods of terrestrial satellite positioning and GIS for the study of rare species of biota in specially protected natural areas of Kursk region), In: Principy i sposoby sohranenija bioraznoobrazija (Principles and Methods of Biodiversity Conservation III): All-Russian. scientific conf. Joshkar-Ola; Pushhino, 27 January – 1 February 2008, Joshkar-Ola; Pushhino, 2008, pp. 581583.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Kurs prakticheskih uprazhnenij k seminaru &#171;Geoinformacionnye sistemy na osobo ohranjaemyh prirodnyh territorijah na primere nacional&#8217;nogo parka &#171;Kurshskaja kosa&#187; (9-15 nojabrja 2009 g., pop. Rybachij) (Course of practical exercises for the seminar &#171;Geoinformation systems in specially protected natural areas on the example of the national Park &#171;Kurshskaja kosa&#187; (9-15 November 2009, Rybachy village)), </span><span lang="en-US"><i>Kaliningradskij regional&#8217;nyj fond sohranenija i razvitija nacional&#8217;nogo parka &#171;Kurshskaja kosa&#187;, Proekt &#171;Shkola sodruzhestva&#187;</i></span><span lang="en-US">, Rybachij, 2009a, 195 p.</span></span></p>
<p style="text-align: justify;"><span lang="en-US" style="font-family: times new roman, times, serif; color: #000000;">Ryzhkov O.V., Metody geoinformacionnogo kartografirovanija prirodnyh ob&#187;ektov (Methods of geoinformation mapping of natural objects), In: Geoinformacionnoe kartografirovanie v regionah Rossii (Geoinformation Mapping in the Regions of Russia): mater All-Russiann scientific-practical conf.), Voronezh, 2-4 December 2009, Voronezh: Izd-vo &#171;Istoki&#187;, 2009b, pp. 184-187.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ispol&#8217;zovanie novyh sredstv integracii GPS i GIS v srede Mapinfo professional 10.5 (modul&#8217; Geographic tracker 4.0) pri provedenii geograficheskih issledovanij (The Use of new means of integration of GPS and GIS in the environment Mapinfo professional 10.5 (module Geographic tracker 4.0) in the conduct of geographical research), In: </span><span lang="en-US"><i>Geoinformacionnoe kartografirovanie v regionah Rossii </i></span><span lang="en-US">(Geoinformation Mapping in the Regions of Russia)</span><span lang="en-US"><i>: </i></span><span lang="en-US">mater. II (correspondence) All-Russian scientific-practical. conf., Voronezh, 15 November 2010, Voronezhskij gosudarstvennyj universitet, Voronezh: Izd-vo &#171;Nauchnaja kniga&#187;, 2010, pp. 63-68.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Sovmestnoe ispol&#8217;zovanie GPS (GLONASS)-priborov i GIS pri kartografirovanii prirodnyh ob̕ektov v real&#8217;nom vremeni (Joint use of GPS (GLONASS)-devices and GIS in mapping natural objects in real time), In: </span><span lang="en-US"><i>Geoinformacionnoe kartografirovanie v regionah Rossii</i></span><span lang="en-US"> (Geoinformation Mapping in the Regions of Russia): mater. III (correspondence) All-Russian scientific-practical. conf., Voronezh, 15-18 September 2011), Voronezhskij gosudarstvennyj universitet. Voronezh: Izd-vo &#171;Nauchnaja kniga&#187;, 2011, pp. 111-116.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Razvitie geoinformacionnoj sistemy Central&#8217;no-Chernozemnogo zapovednika (Development of geoinformation system of the Central Chernozem reserve), In</span><span lang="en-US"><i>: InterKarto/InterGIS-19: Ustojchivoe razvitie territorij: teorija GIS i prakticheskij opyt.</i></span><span lang="en-US"> (Intercarto / InterGIS-19: Sustainable Development of Territories: GIS Theory and Practical Experience): Materials of the international conference, Kursk, Bogota (Kolumbija), 2-7 February 2013, Kursk, 2013, pp. 220-239.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Metodika sozdanija sglazhennyh poligonov v srede MAPINFO PROFESSIONAL v.12.0 po dannym priborov sputnikovogo pozicionirovanija (Methodology of creation of anti-aliased polygons in the environment of MAPINFO PROFESSIONAL v.12.0 according to the satellite positioning devices), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti OOPT</i></span><span lang="en-US"> (Modern Technologies in Activity of the OOPT): Mater international scientific-practical conf. (selected) 12-16 May 2014, Kurortnyj poselok Naroch&#8217;, Belarus&#8217;, 2014a, pp. 94-107.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Priemy povyshenija tochnosti opredelenija koordinat i zapisi trekov personal&#8217;nymi GPS-navigatorami GARMIN pri s&#187;emke prirodnyh ob&#187;ektov (Methods of improving the accuracy of positioning and recording tracks personal GPS-navigators GARMIN when shooting natural objects), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti OOPT</i></span><span lang="en-US"> (Modern Technologies in Activity of the OOPT): Mater international scientific-practical conf. (selected) 12-16 May 2014, Kurortnyj poselok Naroch&#8217;, Belarus&#8217;, 2014b, pp. 86-93.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Formirovanie sglazhennyh poligonov v srede Mapinfo Proffessional v.12.0 po dannym priborov sputnikovogo pozicionirovanija (Formation of smoothed polygons in Mapinfo Proffessional v environment.12.0 according to satellite positioning devices), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti OOPT</i></span><span lang="en-US"> (Modern Technologies in Activity of the OOPT): Mater international scientific-practical conf. (selected) 12-16 May 2014, Kurortnyj poselok Naroch&#8217;, Belarus&#8217;, 2014c, pp. 133-134.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Puzachenko A.Ju., Vlasov A.A., Zolotuhin N.I., Korol&#8217;kov A.K., Filatova T.D., Stoletnjaja dinamika klimata i bioty Central&#8217;noj lesostepi (na primere Central&#8217;no-Chernozemnogo zapovednika i prilegajushhih territorij (Centenary dynamics of climate and biota of the Central forest-steppe (on the example of the Central Chernozem reserve and adjacent territories), In: </span><span lang="en-US"><i>Vlijanie izmenenija klimata na jekosistemy: Serija publikacij Departamenta prirodoohrannoj politiki i jekspertizy Vsemirnogo fonda dikoj prirody,</i></span> <span lang="en-US"><i>Ohranjaemye prirodnye territorii Rossii. Analiz mnogoletnih nabljudenij</i></span><span lang="en-US">, Issue 4, Moscow: Russkij universitet, 2001, pp. 69-81.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Izuchenie gorizontal&#8217;noj struktury lesnyh soobshhestv na osnove vektornyh (cifrovyh) kart (Study of the horizontal structure of forest communities on the basis of vector (digital) maps), In: </span><span lang="en-US"><i>Rol&#8217; zapovednikov Kavkaza v sohranenii bioraznoobrazija prirodnyh jekosistem</i></span><span lang="en-US"> (The Role of the Caucasus Reserves in Preserving the Biodiversity of Natural Ecosystems) Yubil. conf., dedicated. 75th anniversary of the Caucasian GOP. natural biosphere. Reserve: Abstracts of reports, Sochi, 1999, pp. 60-63.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Analiz dinamiki rasprostranenija derev&#8217;ev i kustarnikov na zalezhi Kazackogo uchastka Central&#8217;no-Chernozemnogo zapovednika po materialam kartirovanija 1970, 1980 i 1999 godov (Analysis of the dynamics of the spread of trees and shrubs on the deposits of the Cossack site of the Central Chernozem reserve on the materials of mapping 1970, 1980 and 1999), In: Botanicheskie, pochvennye i landshaftnye issledovanija v zapovednikah Central&#8217;nogo Chernozem&#8217;ja: </span><span lang="en-US"><i>Tr. Associacii OOPT Central&#8217;nogo Chernozem&#8217;ja Rossii</i></span><span lang="en-US">, Issue 1, Tula, 2000a, p. 136146.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Dinamika vnedrenija drevesno-kustarnikovyh vidov rastenij na nekosimoj zalezhi Kazackogo uchastka Central&#8217;no-Chernozemnogo zapovednika za 58 let (Dynamics of introduction of tree-shrub species of plants on the certain Deposit of the Cossack site of the Central Chernozem reserve for 58 years), In: </span><span lang="en-US"><i>Chtenija pamjati prof. V.V. Stanchinskogo</i></span><span lang="en-US"> (Readings Memory Prof. V.V. Stanchinsky), Issue 3, Smolensk: Izd-vo Smolenskogo gospeduniversiteta, 2000b, pp. 364-368.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Izmenenie chislennosti i proektivnogo pokrytija drevesno-kustarnikovyh vidov na nekosimoj zalezhi Kazackogo uchastka Central&#8217;no-Chernozemnogo zapovednika po materialam kartirovanija 1970, 1980 i 1999 godov (Changes in the number and projective cover of tree-shrub species on the certain deposits of the Cossack site of the Central Chernozem reserve based on the mapping materials of 1970, 1980 and 1999), In: </span><span lang="en-US"><i>Stepi severnoj Evrazii: strategija sohranenija prirodnogo raznoobrazija i stepnogo prirodopol&#8217;zovanija v XXI veke</i></span><span lang="en-US"> (The Steppes of Northern Eurasia: a Strategy for the Conservation of Natural Diversity and Steppe Environmental Management in the XXI Century): Mater. international symposium, Orenburg, 2000</span>с<span lang="en-US">., pp. 339-341.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Lesa Zorinskogo uchastka Central&#8217;no-Chernozemnogo zapovednika (Forests of the Zorinsky site of the Central Chernozem reserve), In: Prirodnye uslovija i biologicheskoe raznoobrazie Zorinskogo zapovednogo uchastka v Kurskoj oblasti: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 17, Tula, 2001, pp. 140-186.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov</span><b> </b><span lang="en-US">O.V., Ryzhkova G.A., Vozrastnaja struktura i zhiznennoe sostojanie popolnenija drevostoev v dubravah Central&#8217;no-Chernozemnogo zapovednika (uchastki Barkalovka i Bukreevy Barmy) za period 1991-2003 gg. (Age structure and life as the replenishment of trees in the oak forests of the Central Chernozem reserve (areas Barkalova and Bukreeva the Barm) for the period 1991-2003 period), In: </span><span lang="en-US"><i>Aktual&#8217;nye problemy upravlenija zapovednikami v Evropejskoj chasti Rossii</i></span><span lang="en-US"> (Actual Problems of Management of Reserves in the European part of Russia): Materials anniversary scientific-practical. conf., dedicated 10th anniversary of the state. natural Reserve &#171;Voroninsky&#187;, village Inzhavino, Tambov region, 21-24 September, 2004., Voronezh: Voronezhskij gosudarstvennyj universitet, 2004, pp. 138-141.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Analiz mnogoletnej dinamiki gorizontal&#8217;noj struktury dubrav Central&#8217;no-Chernozemnogo zapovednika na osnove stacionarnyh issledovanij (Analysis of long-term dynamics of the horizontal structure of oak forests of the Central Chernozem reserve on the basis of stationary studies), In: Kartograficheskie issledovanija v Central&#8217;no-Chernozemnom zapovednike: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 19, Kursk, 2006a, pp. 52-64.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ispol&#8217;zovanie navigacionnyh priborov dlja fiksacii mestonahozhdenij i predstavlenija kart arealov vidov iz Krasnoj knigi Kurskoj oblasti (The Use of navigation devices for fixing the locations and presentation of maps of species ranges from the red book of the Kursk region), In: </span><span lang="en-US"><i>Issledovanija po Krasnoj knige Kurskoj oblasti </i></span><span lang="en-US">(Studies in the Red Book of the Kursk Region): Mat-ly scientific-practical. conf. </span><span lang="sv-SE">Kursk region, Kursk district, village Zapovednyj, March 2006, Kursk, 2006b, pp. 9-12.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="sv-SE">Ryzhkov O.V., Ryzhkova G.A., Izuchenie dinamiki rasprostranenija leshhiny obyknovennoj na Streleckom uchastke Central&#8217;no-Chernozemnogo zapovednika s ispol&#8217;zovaniem metodov GPS i GIS (Study of the dynamics of the distribution of common hazel on the Streletsky site of the Central black earth reserve using GPS and GIS methods), In</span><span lang="sv-SE"><i>: Geoinformacionnoe kartografirovanie v geografii i geojekologii</i></span><span lang="sv-SE">: sbornik statej, Voronezhskij gosudarstvennyj universitet, Voronezh: Izdvo &#171;Istoki&#187;, 2010a, pp. 67-86.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="sv-SE">Ryzhkov O.V., Ryzhkova G.A., Rasprostranenie </span><span lang="sv-SE"><i>Tilia cordata</i></span><span lang="sv-SE"> v lesnyh urochishhah Streleckogo uchastka CChZ (Distribution of </span><span lang="sv-SE"><i>Tilia cordata</i></span><span lang="sv-SE"> in the forest tracts of the Streletsky district of the Central black earth reserve), In: </span><span lang="sv-SE"><i>Problemy monitoringa prirodnyh processov na osobo ohranjaemyh prirodnyh territorijah </i></span><span lang="sv-SE">(Problems of Monitoring Natural Processes in Specially Protected Natural Territories): mater international Scientific Practical konf., dedicate. </span><span lang="en-US">75th anniversary of the Khopzhor State nature reserve, village Varvarino, Voronezh region, 20-23 September, 2010), Voronezh: VGPU, 2010b, pp. 377-379.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ispol&#8217;zovanie GIS-kartografirovanija dlja izuchenija dinamiki rastitel&#8217;nogo pokrova pastbishha Central&#8217;no-Chernozemnogo zapovednika i proektirovanija zapovedno-rezhimnyh meroprijatij (Use of GIS mapping to study the dynamics of vegetation cover of the pasture of the Central Chernozem reserve and the design of conservation measures), In: </span><span lang="en-US"><i>Mater. mezhdunar. nauch.-prakt. konf., posvjashh. 130-letiju so dnja rozhdenija professora V.V. Alehina</i></span><span lang="en-US"> (Mater International Scientific-Practical Conf., Dedicated the 130th Anniversary of the Birth of Professor V.V. Alekhina), Kursk, village Zapovednyj, 15-18 January 2012), Kursk, 2012a, pp. 168187.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., GPS-kartografirovanie populjacij mindalja nizkogo na uchastkah Central&#8217;no-Chernozemnogo zapovednika Barkalovka i Bukreevy Barmy v 2011 godu (GPS mapping populations of almonds low on the territories of Central-Chernozem reserve Barkalova and Bukreeva the Barm in 2011), In: </span><span lang="en-US"><i>Geoinformacionnoe kartografirovanie v regionah Rossii</i></span><span lang="en-US"> (Geoinformation Mapping in the Regions of Russia): mater IV (absentee) Vserop. scientific-practical conf., Voronezh, 15 November, 2012, Voronezh: Izd-vo &#171;Nauchnaja kniga&#187;, 2012b, pp. 105-110.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ispol&#8217;zovanie cifrovoj modeli rel&#8217;efa dlja izuchenija prostranstvennoj struktury populjacii mindalja nizkogo v Central&#8217;no-Chernozemnom zapovednike (The Use of digital elevation model to study the spatial structure of the low almond population in the Central black earth reserve), In: </span><span lang="en-US"><i>Aktual&#8217;nye problemy jekologii Rossii i stran blizhnego zarubezh&#8217;ja </i></span><span lang="en-US">(Actual Problems of Ecology of Russia and Neighboring Countries): mater All-Russian scientific conf. from Intern. participation (Kursk, 12 November, 2013), Kursk, 2014a, pp. 80-83.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ispol&#8217;zovanie cifrovyh modelej rel&#8217;efa dlja analiza geoprostranstvennyh dannyh Central&#8217;no-Chernozemnogo zapovednika (The Use of digital elevation models for the analysis of geospatial data of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti OOPT</i></span><span lang="en-US"> (Modern Technologies in the Activities of Protected Areas), Mater international scientific-practical conf. (selected), 12-16 May 2014, The resort village Naroch, Belarus&#8217;, 2014b, pp. 108-144.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Primenenie metodov GIS-kartografirovanija dlja izuchenija dinamiki rasprostranenija berezy povisloj (</span><span lang="en-US"><i>Betula pendula</i></span><span lang="en-US"> Roth) na Streleckom uchastke Central&#8217;no-Chernozemnogo zapovednika v 2008-2011 godah (Application of GIS mapping methods to study the dynamics of the spread of birch (Betula pendula Roth) on the Streletsky site of the Central Chernozem reserve in 2008-2011), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2014 </i></span><span lang="en-US">(Flora and Vegetation of the Central Black Earth Region &#8212; 2014): Mater interregion. scientific conf. (Kursk, 5 April, 2014), Kursk, 2014</span>с<span lang="en-US">. pp. 148-153.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Les i step&#8217; v Central&#8217;no-Chernozemnom zapovednike: metody i rezul&#8217;taty kartografirovanija rastitel&#8217;nosti (1999–2016 gg.) (Forest and steppe in the Central Chernozem reserve: methods and results of vegetation mapping (1999-2016)), In: </span><span lang="en-US"><i>Sbornik tezisov Vserossijskoj nauchnoj konferencii &#171;Nacional&#8217;naja kartograficheskaja konferencija – 2018</i></span><span lang="en-US">&#187; (Book of abstracts of the All-Russian Scientific Conference &#171;National Cartographic Conference – 2018&#187;), M., Rossijskaja gosudarstvennaja biblioteka, 16–19 October 2018, M.: Geograficheskij fakul&#8217;tet MGU, 2018, pp. 237-238, DOI: 10.15356/ncc2018; http://ncconf.ru/.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Dinamika sostojanija drevostoev pojmennyh dubrav uchastka Pojma Psla Central&#8217;no-Chernozemnogo zapovednika (Dynamics of forest stands of floodplain oak forests of the floodplain area of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; central&#8217;nogo Chernozem&#8217;ja – 2019 </i></span><span lang="en-US">(Flora and Vegetation of the Central Chernozem Region &#8212; 2019): Mater. Interregion. scientific konf., dedicate. 50-year-old organization of participants in the Central Chernozem Reserve Barkalovka and Bukreeviy Barma, Zapovedny village, 13 April, 2019, Kursk: Mechta, 2019a, pp. 140-146.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Rezul&#8217;taty izuchenija lesnyh jekosistem Central&#8217;no-Chernozemnogo zapovednika na osnove GIS-tehnologij (Results of the study of forest ecosystems of the Central Chernozem reserve on the basis of GIS technologies), In: </span><span lang="en-US"><i>Ajerokosmicheskie metody i geoinformacionnye tehnologii v lesovedenii, lesnom hozjajstve i jekologii </i></span><span lang="en-US">(Aerospace methods and geo-information technologies in forest science, forestry and ecology), Moscow, 22-24 April, 2019, Moscow: CFEP RAN, 2019b, pp. 157-159.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Nepochatyh L.V., Mnogoletnjaja dinamika otpada stvolov duba chereshchatogo v lesah Central&#8217;no-Chernozemnogo zapovednika (Long-term dynamics of mortality of the trunks of oak-trees in the forests of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2013 </i></span><span lang="en-US">(Flora and Vegetation of the Central Chernozem Region – 2013): Mater interregion. scientific conf., Kursk, 6 April, 2013, Kursk, 2013, pp. 132-138.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ryzhkov D.O., Obzor novyh vozmozhnostej versii 11.5 GIS MapInfo Professional dlja sozdanija kart proektivnyh pokrytij rastitel&#8217;nosti na osnove splajnov (Review of new features of version 11.5 of GIS MapInfo Professional for creating maps of projective vegetation coatings based on splines), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2013 </i></span><span lang="en-US">(Flora and Vegetation of the Central Chernozem Region – 2013): Mater interregion. scientific conf., Kursk, 6 April, 2013, Kursk, 2013, pp. 138-140.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ryzhkov D.O., Metodika GIS-kartografirovanija drevesnoj rastitel&#8217;nosti s ispol&#8217;zovaniem sovremennyh apparatnyh i programmnyh sredstv (Methods of GIS mapping of woody vegetation using modern hardware and software), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti osobo ohranjaemyh prirodnyh territorij: geoinformacionnye sistemy, distancionnoe zondirovanie zemli</i></span><span lang="en-US">: sbornik nauchnyh statej – Minsk, 2017a, pp. 63-72.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ryzhkov D.O., Proektivnye pokrytija drevesno-kustarnikovoj rastitel&#8217;nosti Vtorogo nekosimogo uchastka Streleckoj stepi Central&#8217;no-Chernozemnogo zapovednika po materialam kartografirovanija 2016 goda (Projective covers of tree-shrub vegetation of the Second non-existent section of the Streletskaya steppe of the Central Chernozem reserve based on the mapping materials of 2016), </span><span lang="en-US"><i>Vestnik TvGU, Serija &#171;Biologija i jekologija&#187;</i></span><span lang="en-US">, 2017b, No 3, pp. 91-99.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Ryzhkov D.O., Rezul&#8217;taty kartirovanija populjacii duba chereshchatogo na Vtorom nekosimom uchastke Streleckoj stepi Central&#8217;no-Chernozemnogo zapovednika v 2016 godu (Results of mapping the population of English oak on the Second non-irrigated area of the Streletskaya steppe of the Central Chernozem reserve in 2016), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2017</i></span><span lang="en-US"> (Flora and Vegetation of the Central Black Earth Region – 2017): mater interregion. scientific conf., Kursk, 8 April 2017, Kursk: Mechta, 2017</span>с<span lang="en-US">, pp. 126-131.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Ryzhkova G.A., Zolotuhin N.I., Zolotuhina I.B., Filatova T.D., Mnogoletnie rjady dannyh Central&#8217;no-Chernozemnogo zapovednika i vozmozhnosti ih migracii v GIS (Long-Term data series of the Central Chernozem reserve and the possibility of their migration to GIS), In: </span><span lang="en-US"><i>Sovremennye tehnologii v dejatel&#8217;nosti osobo ohranjaemyh prirodnyh territorij: geoinformacionnye sistemy, distancionnoe zondirovanie Zemli</i></span><span lang="en-US">: sbornik nauchnyh statej, Minsk, 2018, pp. 64-69.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Sobakinskih V.D., Obzor geobotanicheskogo i lesnogo kartografirovanija uchastkov i urochishh Central&#8217;no-Chernozjomnogo zapovednika (Review of geobotanical and forest mapping of sites and tracts of the Central Chernozem reserve), In: Kartograficheskie issledovanija v Central&#8217;no-Chernozemnom zapovednike: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 19, Kursk, 2006, pp. 6-34.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Tregubov O.V., Razvitie rossijsko-amerikanskogo sotrudnichestva po ispol&#8217;zovaniju GPS- i GIS- tehnologij na osobo ohranjaemyh prirodnyh territorijah (Development of Russian-American cooperation on the use of GPS and GIS technologies in specially protected natural areas), In: </span><span lang="en-US"><i>Ispol&#8217;zovanie GPS &#8212; i GIS-tehnologij dlja izuchenija osobo ohranjaemyh prirodnyh territorij (na primere landshaftnoj struktury Voronezhskogo gosudarstvennogo biosfernogo zapovednika)</i></span><span lang="en-US"> (The use of GPS &#8212; and GIS technologies for the study of specially protected natural areas (on the main landscape structure of the Voronezh State Biosphere Reserve), Pod redakciej: V.N. Solnceva, O.V. Tregubova, O.V. Ryzhkova, B.A. Alekseeva, S. Kola, P. Uorda, Tula, 2006, pp. 197-208.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Vlasov A.A., Metod sozdanija vektornyh kart lesnyh fitocenozov dlja ispol&#8217;zovanija v sistemah GIS (Method of creating vector maps of forest phytocenoses for use in GIS systems), In: </span><span lang="en-US"><i>GIS v nauchnyh issledovanijah zapovednikov Sibiri</i></span><span lang="en-US"> (GIS in the Research of Reserves in Siberia): Tez. report conf., dedicated. 75th anniversary of the gop. natural Reserve &#171;Stolby&#187;, Krasnojarsk, 2000, pp. 14-15.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Vlasov A.A., Ryzhkova G.A., Filatova T.D., Zolotuhin N.I., Zolotuhina I.B., Nepochatyh L.V., Vlasova O.P., Vlasov E.A., Mnogoletnjaja dinamika klimata i bioty Streleckogo uchastka Central&#8217;no-Chernozjomnogo zapovednika (Long-Term dynamics of climate and biota of the Streletsky site of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Voprosy geografii</i></span><span lang="en-US">, Sb. 143, Geograficheskie osnovy zapovednogo dela (k 100-letiju zapovednoj sistemy Rossii), Redkol.: V.M. Kotljakov, A.A. Chibiljov, A.A. Tishkov, Moscow: Izd. dom &#171;Kodeks&#187;, 2017a, pp. 267-285.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Vlasov A.A., Ryzhkova G.A., Filatova T.D., Zolotuhin N.I., Zolotuhina I.B., Nepochatyh L.V., Vlasova O.P., Vlasov E.A., Monitoring klimata i bioty Streleckogo uchastka Central&#8217;no-Chernozemnogo zapovednika (The monitoring of the climate and biota of the Streletsky site of the Central Chernozem nature reserve), In: </span><span lang="en-US"><i>Tr. Mordovskogo gop. prirod. zapovednika im. P.G. Smidovicha</i></span><span lang="en-US">, E.V. Vargot (otv. red.), A.B. Ruchin, A.A. Hapugin, Saransk – Pushta, 2017b, Issue 18, pp. 17-32.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkov O.V., Zolotuhin N.I., Ryzhkova G.A., Vidovoj sostav dendroflory Vtorogo nekosimogo uchastka Streleckoj stepi Central&#8217;no-Chernozemnogo zapovednika (po materialam kartirovanija 2016 goda) (Species composition of the dendroflora of the Second non-irrigated area of the Streletskaya steppe of the Central Chernozem reserve (based on the mapping of 2016)), In: </span><span lang="en-US"><i>Vseros. nauch. konf. &#171;Nauchnye issledovanija na zapovednyh territorijah&#187; </i></span><span lang="en-US">(All-Russia. Scientific Conf. &#171;Scientific Research in Protected Areas</span><span lang="en-US"><i>&#171;</i></span><span lang="en-US">): book of abstracts, Simferopol&#8217;: IT &#171;ARIAL&#187;, 2017, pp. 43.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Nekotorye rezul&#8217;taty issledovanija gorizontal&#8217;noj struktury zapovednyh dubrav (Some results of the study of the horizontal structure of protected oak forests), In: </span><span lang="en-US"><i>Materialy Rossijsko-Ukrainskoj nauchnoj konferencii, posvjashhjonnoj 60-letiju Central&#8217;no-Chernozemnogo zapovednika </i></span><span lang="en-US">(Materials of the Russian-Ukrainian scientific conference dedicated to the 60th anniversary of the Central Black Earth Reserve)</span><span lang="en-US"><i>,</i></span><span lang="en-US"> Moscow: KMK Scientific Press Ltd., 1995, pp. 125-127.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Rasprostranenie drevesno-kustarnikovyh vidov na nekosimyh zalezhah Kazackogo uchastka Central&#8217;no-Chernozemnogo zapovednika (Distribution of tree-shrub species on certain deposits of the Cossack site of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Rastitel&#8217;nyj pokrov Central&#8217;no-Chernozemnogo zapovednika: Tr. Centr.-Chernozemn. gos. zapovednika</i></span><span lang="en-US">, Tula: Grif i K°, 2001 (na oblozhke 2002), Issue 18, pp. 94-224.</span></span></p>
<p style="text-align: justify;"><span lang="en-US" style="font-family: times new roman, times, serif; color: #000000;">Ryzhkova G.A., Ryzhkov O.V., Rasprostranenie cheremuhi obyknovennoj v lesnyh jekosistemah Central&#8217;no-Chernozemnogo zapovednika na osnove analiza mnogoletnih nabljudenij za opadom (Distribution of common bird cherry in forest ecosystems of the Central Chernozem reserve based on the analysis of long-term observations of the fall), In: Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2003 (Flora and Vegetation of the Central Black Soil Region – 2003): mat-ly science. conf., Kursk, 2003, pp. 28-31.</span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Dinamika listovogo opada v dubravah Central&#8217;no-Chernozemnogo zapovednika (Dynamics of leaf litter in the oak forests of the Central Chernozem reserve), </span><span lang="en-US"><i>Lesovedenie</i></span><span lang="en-US">, No 5, 2004, pp. 20-27.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Dinamika rastitel&#8217;nosti lesnoj postojannoj probnoj ploshhadi &#171;Osinovyj kust&#187; po materialam kartirovanij raznyh let (Dynamics of vegetation of the forest permanent trial area &#171;Aspen Bush&#187; on the materials of mapping of different years), In: Kartograficheskie issledovanija v Central&#8217;no-Chernozemnom zapovednike: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gop. zapovednika</i></span><span lang="en-US">, Issue 19, Kursk. 2006, pp. 103-110.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Izuchenie dinamiki rasprostranenija leshhiny obyknovennoj na Streleckom uchastke Central&#8217;no-Chernozemnogo zapovednika s ispol&#8217;zovaniem metodov GPS i GIS (dopolnenie) (Study of the dynamics of the distribution of common hazel on the Streletsky site of the Central black earth reserve using GPS and GIS methods (Supplement), In: </span><span lang="en-US"><i>Geoinformacionnoe kartografirovanie v regionah Rossii</i></span><span lang="en-US"> (Geoinformation Mapping in the Regions of Russia) mater. III All-Russian scientific-practical conf., Voronezh, 15-18 September 2011, Voronezhskij gosudarstvennyj universitet. Voronezh: Izd-vo &#171;Nauchnaja kniga&#187;, 2011. pp. 117-120.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Nepochatyh L.V., Usyhanie osinovyh nasazhdenij Central&#8217;no-Chernozemnogo zapovednika (Desiccation of aspen plantations of the Central Chernozem reserve), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2012</i></span><span lang="en-US"> (Flora and Vegetation of the Central Chernozem Region – 2012): Mater. nauch. konf., Kursk, 6 April 2012, Kursk: Kurskij gos. un-t, 2012, pp. 138-142.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ryzhkova G.A., Ryzhkov O.V., Ryzhkov D.O., Raspad osinovyh nasazhdenij Central&#8217;no-Chernozemnogo zapovednika (2008-2017 gody) (Decay of aspen plantations in the Central Chernozem reserve (2008-2017), In: </span><span lang="en-US"><i>Flora i rastitel&#8217;nost&#8217; Central&#8217;nogo Chernozem&#8217;ja – 2018</i></span><span lang="en-US"> (Flora and Vegetation of the Central Chernozem Region – 2018): Mater. nauch. konf., Kursk, 21 April 2018, Kursk: Mechta, 2018, pp. 105-111.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Solncev V.N., Ryzhkov O.V., Tregubov O.V., Alekseev B.A., Kaluckova N.N., Anciferova A.A., </span><span lang="en-US"><i>Ispol&#8217;zovanie GPS- i GIS-tehnologij dlja izuchenija osobo ohranjaemyh prirodnyh territorij (na primere landshaftnoj struktury Voronezhskogo gosudarstvennogo prirodnogo biosfernogo zapovednika)</i></span><span lang="en-US"> (The use of GPS and GIS technologies for the study of specially protected natural areas (on the example of the landscape structure of the Voronezh state natural biosphere reserve)). Tula: Grif i K, 2006, 216 p.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Utehin V.D., Rastitel&#8217;nost&#8217; Central&#8217;no-Chernozemnogo zapovednika i ee produktivnost&#8217; (Vegetation of the Central Chernozem reserve and its productivity), </span><span lang="en-US"><i>Biogeografija, fenologija,</i></span><span lang="en-US"> 1967, Issue 1, pp. 18-21.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Zolotuhin N.I., Ryzhkov O.V., Filatova T.D., Istorija organizacii, nauchnye issledovanija i obshhie svedenija o Zorinskom uchastke Central&#8217;no-Chernozemnogo zapovednika (the History of the organization, scientific research and General information about the Zorinsky area of the Central black earth reserve), In: Prirodnye uslovija i biologicheskoe raznoobrazie Zorinskogo zapovednogo uchastka v Kurskoj oblasti: </span><span lang="en-US"><i>Tr. Centr.-Chernozemn. gos. zapovednika</i></span><span lang="en-US">, Issue 17, Tula, 2001, pp. 7-30.</span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Zozulin G.M., Kusmarceva N.M., Izmenenie granic drevesno-kustarnikovoj i travjanistoj rastitel&#8217;nosti na opytnyh uchastkah Central&#8217;no-Chernozemnogo zapovednika za 5 let (Changing the boundaries of tree-shrub and herbaceous vegetation in the experimental areas of the Central Chernozem reserve for 5 years), </span><span lang="en-US"><i>Botan. zhurn</i></span><span lang="en-US">., 1951, Vol. 36, No 3, pp. 240-248. </span></span></p>
<p style="text-align: justify;"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Reviewer:</b></span><span lang="en-GB"> PhD</span><span lang="en-US"> in </span><span lang="en-GB">technology, researcher Podolskaya E.S.</span></span></p>
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		<title>Vegetation cover dynamics mapping of the curonian spit  national park using ALOS and SENTINEL-2 satellite imagery</title>
		<link>https://jfsi.ru/3-1-2020-nikitina_et_all/</link>
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		<dc:creator><![CDATA[lena]]></dc:creator>
		<pubDate>Tue, 24 Mar 2020 08:11:01 +0000</pubDate>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 A.D. Nikitina, S.V. Knyazeva, E.A. Gavrilyuk, E.V. Tikhonova, S.P. Eydlina, N.V. Koroleva, published in Forest Science Issues Vol. 2, No.&#46;&#46;&#46;]]></description>
										<content:encoded><![CDATA[<p>С текстом оригинальной статьи Вы можете ознакомиться по <a href="https://jfsi.ru/2-3-2019-nikitina_et_all/">ссылке</a></p>
<p style="text-align: left;"><a href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Nikitina_et_all.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span lang="de-DE">Original Russian Text </span></span><span style="font-size: small;"><span lang="en-US">© 2019</span></span> <span style="font-size: small;"><span lang="en-US">A.D. Nikitina, S.V. Knyazeva, E.A. Gavrilyuk, E.V. Tikhonova, S.P. Eydlina, N.V. Koroleva, published in Forest Science Issues Vol. 2, No. 3, pp. 1-</span></span><span style="font-size: small;"><span lang="en-US">21</span></span></span></p>
<p style="text-align: center;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>                    A.D. Nikitina*, S.V. Knyazeva, E.A.</b></span><b> </b><span lang="en-GB"><b>Gavrilyuk,<br />
E.V. Tikhonova, S.P. Eydlina, N.V. Koroleva</b></span></span></p>
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><i>Center for Forest Ecology and Productivity of the RAS</i></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><em><span lang="en-GB">Profsoyuznaya st. 84/32 bldg. 14, Moscow, 117997, Russia</span></em></span></p>
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">*E-mail: nikitina.al.dm@gmail.com</span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Received 24</span> <span lang="en-GB">June 2019</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">This article presents the results of assessing the quantitative changes in vegetation cover areas of the Curonian Spit national park (NP) using materials from high spatial resolution multi-temporal multispectral imaging from ALOS and Sentinel-2 satellites. Automated classification algorithms Random Forest and Maximum Likelihood Estimation were tested. Based on the obtained data of automated interpretation of satellite images, ecosystem monitoring indicators of the national park </span><span lang="en-GB">(forest cover percent, share of coniferous trees in stands, share of waving (open) sands and sands covered with vegetation (fixed sands)</span><span lang="en-GB"> were calculated, and dynamic maps of these indicators as well as a map of multi-temporal state of vegetation were compiled. Cartographic assessment reflects the main trends in the dynamics of the Curonian Spit NP vegetation structure over the ten-year period from 2007 to 2017: an increased percent of forest cover, increased share of vegetation-fixed sands on the side the Curonian Lagoon as a result of forest protection measures; decreased forest cover percent and increased share of waving sands on the side of the sea coast as a result of foredune destruction under the influence of wind, wave and recreational loads. </span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Key words: </b></span><span lang="en-GB"><i>vegetation cover, forest stands, high spatial resolution satellite data, classification of satellite images, automated interpretation, classification algorithms, recognition accuracy, indicators of environmental monitoring, dynamics maps</i></span></span></p>
<div id="Раздел1" dir="LTR">
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="McRoberts"></a><a style="color: #000000;" name="Nagendra"></a><a style="color: #000000;" name="Лабути�%"></a><a style="color: #000000;" name="GavierPizarro"></a><a style="color: #000000;" name="Расска�%"></a><a style="color: #000000;" name="Короле�%"></a> <span lang="en-GB">Remote sensing data (RSD) are one of the main sources for studying and mapping the complex structure of </span><span lang="en-US">the </span><span lang="en-GB">vegetation cover. Satellite imagery with different spatial resolutions is widely used </span><span lang="en-US">for</span><span lang="en-GB"> vegetation dynamics</span><span lang="en-US"> analysis</span><span lang="en-GB">, forest inventory and mapping, assessing biodiversity and resource potential of forest ecosystems, etc. (Gould, 2000; Malysheva et al., 2002; McRoberts et al., 2010; Nagendra et al., 2013; Turner et al., 2015; Boisvenue et al., 2016; Komarova et al., 2016). RSD application for inventory, monitoring and protection of plant communities is reported in a number of foreign and domestic reviews (Malysheva, 2002; Suhih, Zhirin, 2005; Xie et al., 2008; Homolova et al., 2013; Banskota et al., 2014). The main factors influencing the spectral characteristics of woody plants are the ratio of pigments, internal structure features, and the overall percentage of leaf moisture. Green, red, and near-infrared (NIR) bands are the most informative optical bands in vegetation cover surveys. The frequency of taking images of the same areas of the </span><span lang="en-US">Earth&#8217;s</span><span lang="en-GB"> surface is especially important for vegetation cover monitoring, identification of objects or phenomena in the images and their changes over time</span><span style="font-size: large;"><span lang="en-GB">.</span></span><span lang="en-GB"> Multispectral satellite images with a spatial resolution of 10–30 m is useful for assessing the state of forest cover at the regional and local levels (Knyazeva, 2006; Labutina, Baldina, 2011; Ryazanov et al. 2015; Immitzer et al., 2016). Landsat images are most widely used for spatial analysis and monitoring of vegetation dynamics (Gavier-Pizarro et al., 2012; Kurbanov et al., 2013; Hansen et al., 2013; Rasskazov, Galaganova, 2014; Banskota et al., 2014; Chen et al., 2015; Koroleva et al., 2018). Mapping of the vegetation of terrestrial ecosystems at the regional level, the </span><span lang="en-GB">Center for Forest Ecology and Productivity of the RAS has </span><span lang="en-GB">developed methods based on Landsat–TM/ETM+/OLI satellite data (Gavrilyuk, Ershov, 2012). Multispectral survey systems with a spatial resolution of 10 m (ALOS, SPOT, Sentinel-2, and Canopus-B) are optimal for forests mapping at </span><span lang="en-US">the</span><span lang="en-GB"> local level, since they have both the sufficient spatial coverage and the necessary degree of detail of the imagery of natural objects. One more advantage of high-resolution satellite data is their significantly lower cost and greater availability as compared to ultra-high-resolution satellite images. </span><span lang="en-US">S</span><span lang="en-GB">uch satellite data is useful for assessing the vegetation cover dynamics of the Curonian Spit national park, the territory of which has a suboptimal shape for mapping and remote monitoring (it is narrow and winding, stretched diagonally in the north-south direction). </span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The Curonian Spit national park (NP) is located in the Zelenogradsky district of Kaliningrad Oblast of the Russian Federation, and covers an area of 66.21 km</span><sup><span lang="en-GB">2</span></sup><span lang="en-GB"> (according to the official website of the Curonian Spit NP)</span><span lang="en-GB"><i>.</i></span><span lang="en-GB"> The NPs created on the Russian and Lithuanian parts of the Curonian Spit form the united UNESCO World Cultural and Natural Heritage site – the Curonian Spit. The Russian part of the Curonian Spit is 48 km long, its width ranges from 400 m to 4 km. The relatively small territory of the park is characterized by high landscape and cenotic diversity as well as rich species composition of forest communities. The Curonian Spit shows dynamic natural and anthropogenic impacts that have seasonal and annual fluctuations. Approximately 70% of natural landscapes of the Curonian Spit can be classified as semi-stable, unstable and highly unstable, which is due to constant intensive water and wind erosion as well as anthropogenic impacts (Shaplygina, Volkova, 2017). The main forest-forming species are pine, black alder, birch, and spruce. Over 77% of forest stands are of artificial origin (Chebakova, 1996). </span><span lang="en-US">C</span><span lang="en-GB">ommon pine covers the majority of the forested area (about 50%). Pine forests are mainly represented by middle-aged stands or young forests on elevations. In the southern part of the Spit, wet-grass spruce forests grow in areas with good moistening. Black alder forests dominate in vast lower areas with excessive moisture (palve). About 25% of the forested area is occupied by small-leaved forests. Birch forests are dominated by various grasses and mosses, and the undergrowth is widely represented by raspberries and blackberries. A distinctive feature of the Curonian Spit is the presence of blown sands, which account for about 10% of the NP territory. Trees have been being planted on the Curonian Spit in order to fix the sands and the foredune has been being created since the 19</span><sup><span lang="en-GB">th</span></sup><span lang="en-GB"> century. The existing balance may easily be disturbed due to current unreasonable economic activities and recreational loads, which will affect all the biotopes of the Curonian Spit (Gubareva, 2009). Monitoring of the state of the foredune and sand-fixing forests is one of the priorities for landscape conservation of the Curonian Spit protected area and UNESCO World Cultural and Natural Heritage site. Thus, keeping track of changes in the spatial structure of the vegetation cover is particularly relevant, since the coastal-marine ecosystems of the peninsula are facing constant intensive influence of various environmental factors, and are easily vulnerable and highly dynamic.</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The </span><span lang="en-GB"><b>objective </b></span><span lang="en-GB">of this study is to identify the changes in the areas of the main types of vegetation of the Curonian Spit NP under the influence of abiotic, biotic and anthropogenic factors for the period of 2007–2017 based on ALOS and Sentinel-2 multi-temporal multispectral satellite data of high spatial resolution.</span></span></p>
<p style="text-align: center;" align="JUSTIFY"><strong><span style="font-family: 'times new roman', times, serif;"><span style="color: #000000; font-size: medium;">MATERIALS AND METHODS</span></span></strong></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">To study the dynamics of vegetation cover, multi-temporal composites are often created based on a series of images obtained for the same territory at different times (Tyutrin, Kondratovec, 2010; Yaldygina, 2011; Hansen et al., 2013; Grankina, Mishvelov, 2014; Banskota et al., 2014). However, this method is only suitable for satellite images obtained under the same shooting conditions with the same equipment. Errors occurring when combining satellite data from different survey vehicles significantly impair the interpretation properties of the synthesized image. However, it is not always possible to use satellite imagery of a single camera for long-term monitoring of vegetation due to the limited lifetime of satellites and camera equipment. In most cases, satellite data obtained by different survey systems are used for research. Therefore, for each image, automated classification is performed first, and further dynamics analysis is based on the comparison of interpretation results.</span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The study is based on the data from environmental monitoring conducted in the Curonian Spit NP in 1998–2007 (Malysheva et al., 2002; Knyazeva, 2006).</span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Analysis and mapping of vegetation dynamics of the Curonian Spit NP was carried out based of the results of automated interpretation of multi-temporal multispectral satellite images of high spatial resolution – 10 m. The 2007 image was made by the ALOS satellite, and the 2017 image was made by the Sentinel-2 satellite. Shooting dates were selected to fall approximately in the middle of the vegetation period (June–July). Sentinel-2 satellite images from early May 2016 and mid-January 2017 were also used as auxiliary materials when creating the set of references for classification. </span><span lang="en-GB">Sentinel-2 satellite images are obtained from the EOBrowser database (apps.sentinel-hub.com)</span><span lang="en-GB"> with</span><span lang="en-GB"> open access.</span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Satellite data for assessing vegetation dynamics was chosen based on similar characteristics of the spatial and spectral resolution of images, which allow for optimal classification results for the specified survey parameters (Table 1).</span></p>
</div>
<div id="Раздел2" dir="LTR">
<p lang="en-GB" align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk12114541"></a> </span></p>
</div>
<div id="Раздел3" dir="LTR">
<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Table 1.</b></span><span lang="en-GB"> Characteristics of high spatial resolution data used to identify vegetation dynamics<br />
</span></span></p>
<div style="overflow-x: auto;">
<table border="1" width="632" cellspacing="0" cellpadding="7">
<colgroup>
<col width="70" />
<col width="120" />
<col width="127" />
<col width="181" />
<col width="62" /> </colgroup>
<tbody>
<tr valign="TOP">
<td bgcolor="#ffffff" width="70">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>Satellite</b></span></p>
</td>
<td bgcolor="#ffffff" width="120">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>Operational lifetime</b></span></p>
</td>
<td bgcolor="#ffffff" width="127">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Spatial resolution, m</span></p>
</td>
<td bgcolor="#ffffff" width="181">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;"><b>Spectral range of bands, μm</b></span></p>
</td>
<td bgcolor="#ffffff" width="62">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>Shooting date</b></span></p>
</td>
</tr>
<tr>
<td rowspan="3" bgcolor="#ffffff" width="70">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>Alos (Japan)</b></span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="120">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">October 24, 2006 – April 22, 2011</span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="127">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">10</span></p>
</td>
<td bgcolor="#ffffff" width="181">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">green: 0.52–0.6</span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="62">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">June 11, 2007</span></p>
</td>
</tr>
<tr>
<td bgcolor="#ffffff" width="181">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">red: 0.61–0.69</span></p>
</td>
</tr>
<tr>
<td bgcolor="#ffffff" width="181">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">NIR: 0.76–0.89</span></p>
</td>
</tr>
<tr>
<td rowspan="3" bgcolor="#ffffff" width="70">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>Sentinel-2* (EU)</b></span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="120">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">June 23, 2015 – till present</span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="127">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">10</span></p>
</td>
<td bgcolor="#ffffff" width="181">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">green: 0.54–0.58</span></p>
</td>
<td rowspan="3" bgcolor="#ffffff" width="62">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">July 20, 2017</span></p>
</td>
</tr>
<tr>
<td bgcolor="#ffffff" width="181">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">red: 0.64–0.68</span></p>
</td>
</tr>
<tr>
<td bgcolor="#ffffff" width="181">
<p align="CENTER"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">NIR: 0.78–0.9</span></p>
</td>
</tr>
</tbody>
</table>
</div>
</div>
<div id="Раздел4" dir="LTR">
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The survey materials were pre-processed at Level-1C with zero clouds and presented in the WGS 84 / UTM zone 34N projection. ERDAS Imagine software synthesized green, red, and NIR band images as the most informative ones for studying vegetation cover, and cut out a fragment of the territory of the Russian part of the Curonian Spit.</span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Satellite and cartographic data on forest management were combined through the transformation of multi-zone images using</span> <span lang="en-GB">affine transformations in the ArcGIS software package (transformation error did not exceed 1-2 pixels).</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">For automated classification, the taxational database of 2003 NP forest management data</span> <span lang="en-GB">and the data from 2017 field ground surveys of forest vegetation on the territory of the NP were used as the data for training and checking the classification accuracy. </span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The biometric parameters of stands within the 2017 expedition were measured by </span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">exploratory and instrumental survey methods on 50&#215;50, 30&#215;30, and 20&#215;20 m test plots and schematic maps of tree locations were drawn. 15 key plots were laid in total in different types of forest: 12 in pine forests of different ages (young, middle-aged and old-aged stands), 1 in birch, 1 in black alder, and 1 in spruce forests. The age of young pine forests was up to 40 years, of middle-aged ones – ranged from 41 to 80 years, old-aged pine forests included stands of ripening and mature groups aged from 81 to 140 years.</span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The reference training samples for forest vegetation which involved the forest management database were compiled according to the following parameters: share of the predominant species is over 6 units in the stand; the fullness is over 0.6. Sampling of stands by age was made only for pine forests, since they are represented by a full age range and occupy a significant area. The references for other non-forest classes (meadow vegetation, psammophilic vegetation, sands, and water bodies), were created based on the results of visual interpretation of images and field data from surveys of the park territory. Homogeneous areas of the image were selected within the forest taxation plots (groups of plots) or selected objects.</span><span lang="en-US"> T</span><span lang="en-GB">he same training areas (not subject to changes) with the exception of the southern part of the Curonian Spit (which is not covered by the ALOS image) and the class of non-closed pine trees as the most dynamic object were selected for multi-temporal images. When classifying pine forests by age, reference areas in the middle of the age range were selected. Representative sets of standards were formed for 11 classes, i.e. water bodies; open sand dunes and beach; psammophilic vegetation on dunes; meadow vegetation; non-closed pine trees; young pine forests (up to 40 years); middle-aged pine forests (41–80 years); old-aged pine forests (81–140 years); spruce forests; small-leaved forests (birch, aspen); and black-alder forests. 255 reference plots with a total area of 575 ha (31,699 samples) for ALOS imagery and 270 plots with an area of 594 ha (34,418 samples) for Sentinel-2 imagery were chosen (2016 and 2017) in total. </span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The Maximum Likelihood Estimation and Random Forest methods (Breiman, 2001) were chosen for ALOS and Sentinel-2 satellite imagery classification. Multi-temporary satellite images were classified in </span><span lang="en-US">the free </span><span lang="en-GB">development</span><span lang="en-US"> framework of the </span><span lang="en-GB">RStudio</span><span lang="en-GB"> software. </span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Random Forest classification was performed by constructing 1,000 trees based on 3 spectral bands of the satellite image. The training sample was divided into 2 groups: reference plots for training and control plots for verification. The used algorithm allows assessing the predicted accuracy of class definition, calculated on the basis of the initial training sample as well as to identify the most important features used for classification. Our version of pixel-by-pixel classification claims the spectral images obtained in the red and near-IR survey bands to be the most informative features, which is further confirmed by the curves of spectral images that show the greatest separability of standards in these ranges.</span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk12114564"></a> <span lang="en-GB">Classification accuracy was evaluated using the Cohen&#8217;s kappa coefficient (</span><span lang="en-GB">Cohen, 1960</span><span lang="en-GB">)</span><span lang="en-GB">. The r</span><span lang="en-GB">esults are presented in Table 2. The Random Forest classification has demonstrated more accurate results as compared to the maximum likelihood estimation. Thus, the Random Forest method was chosen for further analysis of the results.</span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">During the analysis of the matrix of defining thematic classes error (confusion), the maximum recognition error regarding the objects from ALOS image was found in the</span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">old-aged pine class and amounted to 48%. </span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The confusion mostly occurs between different age brackets of pine forests. A small part of the old-aged pine forest was recognized as birch forests. Besides, there is a fairly significant error in birch stands recognizing (39%), while most of the incorrectly assessed birch forests were classified as black alder and, to a lesser extent, as pine forests. The overall classification accuracy, represented by Kappa coefficient, is quite high: 0.825. The maximum error when recognizing forest vegetation classes on the basis of Sentinel-2 images was shown by the old-aged pine forest (53%) and spruce forest (68%) classes. Overall classification accuracy is 0.8. </span></p>
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<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Table 2.</b></span><span lang="en-GB"> Overall accuracy and kappa coefficient for classifications of satellite images used</span></span></p>
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<col width="128" />
<col width="87" />
<col width="145" />
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Method</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Maximum likelihood estimation</span></p>
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<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">Random Forest</span></span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Satellite image</span></p>
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<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">Kappa coefficient</span></span></p>
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<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">Accuracy (average)</span></span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Kappa coefficient</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Accuracy (average)</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">ALOS</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.8118</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">84.31</span></p>
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<td bgcolor="#ffffff" width="145">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.825</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">85.48</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Sentinel-2 (2017)</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.7108</span></p>
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<td bgcolor="#ffffff" width="87">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">74.31</span></p>
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<td bgcolor="#ffffff" width="145">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.8055</span></p>
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<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">83.75</span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The black alder forest class is recognized most accurately, according to ALOS and Sentinel data: the classification error does not exceed 8%. The biggest classification errors correspond to the birch, spruce and pine forest classes of different age groups (mainly old-aged). Curonian Spit forests with the predominance of spruce and birch are more heterogeneous and mosaic than pine and black alder forests. Black alder hardly creates any mixed stands on the spit and is represented mainly by 65 to 90 years old stands. The confinedness of black alder to terrain depressions and, as a result, to excessive moisture, and pine trees confinedness to elevated dry habitats allow forming more compact homogeneous spectral signatures than those for other classes. The greatest confusion of pine forest classes occurs between the age </span><span lang="en-US">groups</span><span lang="en-GB"> of pine; therefore, these classes may be united. It also seems appropriate to unite the classes of psammophilic vegetation and non-closed pine crops, as both classes belong to non-forested lands, and the reference areas of non-closed stands occupy too small an area in comparison with other classes. For the same reason, and because the ALOS image, unlike the Sentinel image, does not cover the entire NP territory, the spruce forests class was united with the pine forest class. Classifications of the Curonian Spit vegetation after the classes were united for ALOS and Sentinel images are shown in Fig.</span> <span lang="en-GB">1. </span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The threshold for guaranteed repeatability of small compact objects (without their shape</span><span lang="en-US"> reproduction</span><span lang="en-GB">) at pixel generalization is 4 pixels (Kravcova, 2000). Thematic classification rasters were filtered using the function of neighbourhood analysis choosing 3&#215;3 sliding window to reduce image fragmentation and exclude random classes (the area of which is less than 1 pixel, which is equal to 100 m</span><sup><span lang="en-GB">2</span></sup><span lang="en-GB">). It facilitates the quantification of the changes in the areas of the Curonian Spit vegetation over a 10-year period within the net of rides with the minimum accuracy of 0.1 ha (9 pixels).</span></span></p>
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<div id="attachment_2765" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2765" loading="lazy" class="size-large wp-image-2765" src="https://jfsi.ru/wp-content/uploads/2020/03/f1_eng-1024x540.jpg" alt="Results of the Curonian Spit vegetation classification after combining classes for ALOS and Sentinel images; classes: 1 – water bodies, 2 – sand dunes, beach, 3 – meadow vegetation, 4 –psammophilic vegetation, 5 – pine forests, 6 – black alder forests, 7 – birch forests" width="1024" height="540" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f1_eng-1024x540.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/f1_eng-150x79.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/f1_eng-300x158.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/f1_eng-768x405.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f1_eng.jpg 1231w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2765" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 1.</strong> Results of the Curonian Spit vegetation classification after combining classes for ALOS and Sentinel images; classes: 1 – water bodies, 2 – sand dunes, beach,</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">3 – meadow vegetation, 4 –psammophilic vegetation, 5 – pine forests,</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">6 – black alder forests, 7 – birch forests</span></p></div>
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<p lang="ru-RU" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk33748857"></a> <span style="font-size: medium;"><span lang="en-GB">It is advisable to use relative area parameters that characterize the stability of vegetation cover on the territory of the peninsula as indicators of dynamics for mapping. Such indicators were proposed by a group of scientists to organize and conduct remote environmental monitoring in protected natural areas (Malysheva et al., 2002; Knyazeva, 2006)</span><span style="font-size: large;"><span lang="en-US"><span lang="en-GB"><i>. </i></span></span></span><span lang="en-GB">For the Curonian Spit, it was proposed to use the forest cover percent (FC) of the territory (1) and the share of conifers (C) in the stand (2) as universal indicators, whereas the share of waving sands (WS) (3) and the share of sands covered with vegetation (VCS) (4) – as specific indicators for this territory. </span></span></span></p>
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<div id="Раздел12" dir="LTR"><span style="font-family: times new roman, times, serif; color: #000000;"><img loading="lazy" class="aligncenter size-full wp-image-2801" src="https://jfsi.ru/wp-content/uploads/2020/03/form1.png" alt="" width="550" height="282" srcset="https://jfsi.ru/wp-content/uploads/2020/03/form1.png 550w, https://jfsi.ru/wp-content/uploads/2020/03/form1-150x77.png 150w, https://jfsi.ru/wp-content/uploads/2020/03/form1-300x154.png 300w" sizes="(max-width: 550px) 100vw, 550px" /></span></div>
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<p lang="ru-RU" align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB">A territorial observation unit, i.e. a forestry compartment was identified to calculate the quantitative values of the indicators. ArcGIS software package and spatial analysis (vector overlay, calculation of area characteristics) and geoinformation mapping methods were used to calculate the dynamics indicators and to compile maps. Calculation of the difference between the values of each indicator in 2017 and 2007 formed the basis for dynamics mapping. The indicators assessed were the forest cover percent, share of coniferous trees, shares of waving (open) sands and sands covered with vegetation (fixed sands).</span></span></span></p>
<p lang="ru-RU" align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB">A map of the multi-temporal state of vegetation was compiled based on the results of automated interpretation of satellite images for the Curonian Spit NP. The map reflects changes in the boundaries (contours) of plant communities and displays the combined borders of classes in 2007 and 2017 using the qualitative background technique (types of plant communities and natural objects in 2007 are filled with colour, and those in 2017 are shaded with colour).</span></span></span></p>
<p lang="ru-RU" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB"><b>RESULTS AND DISCUSSION</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">C</span><span lang="en-GB">lass structure of plant communities for forestries of the Curonian Spit NP in 2007</span> <span lang="en-GB">and 2017 was analysed based on the results of classification of multi-temporal satellite images. In all cases, the share of forest stands exceeds 68%, with a maximum percentage of 72.2% in 2017. In general, the species structure is characterized by the predominance of pine forests (over 40%). Their share has slightly increased by 2017 (from 42 to 44% in Zolotye Dyuny forestry and from 43 to 48% in Zelenogradskoye forestry). The share of birch forests ranges from 13 to 19% with the decrease by 2017. Black alder forests account for the smallest share in the forest cover structure. Thus, the overall structure of the forest cover of the NP territory only slightly changed over the 10-year period from 2007 to 2017. When analyzing the dynamics indicators calculated for the Zelenogradskoye and Zolotye Dyuny forestries, we can conclude that there were no significant changes in the territory of the forestries as a whole during the period from 2007 to 2017 (Fig. 2). </span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">The change in forest cover percent does not exceed 3%, and the change in waving sands is not more than 1%.</span></p>
<p lang="en-GB" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><b>A</b></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><img loading="lazy" class="aligncenter size-large wp-image-2766" src="https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng-1024x394.jpg" alt="" width="1024" height="394" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng-1024x394.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng-150x58.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng-300x115.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng-768x296.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f2a_eng.jpg 1081w" sizes="(max-width: 1024px) 100vw, 1024px" /></span></p>
<p style="text-align: left;" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>B</b></span></p>
<div id="attachment_2767" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2767" loading="lazy" class="size-large wp-image-2767" src="https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng-1024x376.jpg" alt="Indicators of vegetation cover dynamics of the Curonian Spit NP for the forestries: A) Zelenogradskoye; B) Zolotye Dyuny: 1 – forest cover percent; 2 – share of coniferous trees; 3 – share of waving sands; 4 - share of fixed sands" width="1024" height="376" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng-1024x376.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng-150x55.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng-300x110.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng-768x282.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f2b_eng.jpg 1080w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2767" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 2</strong>. Indicators of vegetation cover dynamics of the Curonian Spit NP for the forestries:</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">A) Zelenogradskoye; B) Zolotye Dyuny: 1 – forest cover percent; 2 – share of coniferous trees;</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">3 – share of waving sands; 4 &#8212; share of fixed sands</span></p></div>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">More detailed spatial dynamics of indicators may be estimated when analyzing the values for each forestry compartment. Changes in forest cover percent within the NP territory ranges from -18 to 30%. Notably, the minimum and maximum values are presented in singular compartments, whereas the majority of the changes </span><span lang="en-US">lies</span><span lang="en-GB"> in the range of -9 to 10% (Fig. 3).</span></span></p>
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<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk33746430"></a> </span></p>
<div id="attachment_2768" style="width: 880px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2768" loading="lazy" class="size-large wp-image-2768" src="https://jfsi.ru/wp-content/uploads/2020/03/f3_eng-870x1024.jpg" alt="Changes in the forest cover percent of the Curonian Spit National park in the period 2007-2017" width="870" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f3_eng-870x1024.jpg 870w, https://jfsi.ru/wp-content/uploads/2020/03/f3_eng-127x150.jpg 127w, https://jfsi.ru/wp-content/uploads/2020/03/f3_eng-255x300.jpg 255w, https://jfsi.ru/wp-content/uploads/2020/03/f3_eng-768x904.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f3_eng.jpg 1200w" sizes="(max-width: 870px) 100vw, 870px" /><p id="caption-attachment-2768" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 3.</strong> Changes in the forest cover percent of the Curonian Spit National park</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">in the period 2007-2017</span></p></div>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk33749065"></a> <span lang="en-GB">The highest increase in forest cover percent is observed in the 61st compartment of the Zolotye Dyuny forestry (29.5%) where windthrow areas of the early 2000s are overgrown with pine forests. Also, a relatively large increase in forest cover percent is seen in compartments bordering Lithuania due to overgrowth of the foredune and sand fixation with psammophilic vegetation.</span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Negative trends of forest cover percent are typical of compartments located on the sea coast, which is caused by intensive erosion and abrasion processes on the coastal foredune. Annual storms erode sands covered with psammophilic vegetation and severe storms also disrupt forest communities. The maximum decrease in this indicator was noted in the 43rd compartment of the Zolotye Dyuny forestry ( 17%). It is also worth noting that some of the detected changes are predetermined by the classification error that occurs as a result of high fragmentation of the foredune vegetation cover, and does not allow for reliable interpretation of vegetation types based on the satellite data of the used resolution. In the 13th compartment, a 12% decrease in forest cover was associated with a fire in 2014, when significant areas of pine stands near Morskoye village burned down (Fig. 4). Pine trees have currently been planted on the burnt area.</span></p>
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<div id="attachment_2769" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2769" loading="lazy" class="size-large wp-image-2769" src="https://jfsi.ru/wp-content/uploads/2020/03/f4_eng-1024x673.jpg" alt="Fragment of the map of the multi-temporal state of vegetation on the territory of the 13th quarter of Zolotye Dyuny forestry. Classes: 1 – sand dunes, beach, 2 – meadow vegetation, 3 – psammophilic vegetation, 4 – pine forests, 5 – black alder forests, 6 – birch forests" width="1024" height="673" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f4_eng-1024x673.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/f4_eng-150x99.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/f4_eng-300x197.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/f4_eng-768x505.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f4_eng.jpg 1169w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2769" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 4.</strong> Fragment of the map of the multi-temporal state of vegetation on the territory of the 13th quarter of Zolotye Dyuny forestry. Classes: 1 – sand dunes, beach, 2 – meadow vegetation, 3 – psammophilic vegetation, 4 – pine forests, 5 – black alder forests, 6 – birch forests</span></p></div>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">The dynamics of the share of waving sands reflects the processes of fixing free-moving sand dunes with the help of various forestry measures, for example planting psammophytes </span><span lang="en-US">and</span><span lang="en-GB"> pine trees. The proportion of waving sands ranges from -13 to 11% over a ten-year period (Fig. 5).</span></span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">There is a maximum decrease in the share of waving sands in the 12th compartment (by 12.8%) due to sand fixation with psammophilic vegetation (Fig. 6). Also, the decrease in blown sands was recorded in the compartments bordering Lithuania. The increase in the share of blown sands occurred in the compartments confined to the sea coast. </span></p>
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<div id="attachment_2770" style="width: 860px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2770" loading="lazy" class="size-large wp-image-2770" src="https://jfsi.ru/wp-content/uploads/2020/03/f5_eng-850x1024.jpg" alt="Dynamics of the waving sands of the Curonian Spit National park in the period 2007-2017." width="850" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f5_eng-850x1024.jpg 850w, https://jfsi.ru/wp-content/uploads/2020/03/f5_eng-124x150.jpg 124w, https://jfsi.ru/wp-content/uploads/2020/03/f5_eng-249x300.jpg 249w, https://jfsi.ru/wp-content/uploads/2020/03/f5_eng-768x926.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f5_eng.jpg 945w" sizes="(max-width: 850px) 100vw, 850px" /><p id="caption-attachment-2770" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 5.</strong> Dynamics of the waving sands of the Curonian Spit National park</span><br /><span style="font-family: times new roman, times, serif; color: #000000;">in the period 2007-2017.</span></p></div>
<div id="attachment_2771" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2771" loading="lazy" class="size-large wp-image-2771" src="https://jfsi.ru/wp-content/uploads/2020/03/f6_eng-1024x556.jpg" alt="Fragment of a map of the multi-temporal state of vegetation on the territory of the 12th and 13th compartments of Zelenogradskoye forest district. Classes: 1 – sand dunes, beach, 2 – meadow vegetation, 3 – psammophilic vegetation, 4 – pine forests, 5 – black alder forests, 6 – birch forests" width="1024" height="556" srcset="https://jfsi.ru/wp-content/uploads/2020/03/f6_eng-1024x556.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/f6_eng-150x81.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/f6_eng-300x163.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/f6_eng-768x417.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/f6_eng.jpg 1159w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2771" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 6.</strong> Fragment of a map of the multi-temporal state of vegetation on the territory of the 12th and 13th compartments of Zelenogradskoye forest district. Classes: 1 – sand dunes, beach, 2 – meadow vegetation, 3 – psammophilic vegetation, 4 – pine forests, 5 – black alder forests, 6 – birch forests</span></p></div>
<p align="CENTER"><strong><span style="color: #000000; font-family: 'times new roman', times, serif; font-size: medium;">CONCLUSION</span></strong></p>
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<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The study </span></span><span style="font-size: medium;"><span lang="en-US">has </span></span><span style="font-size: medium;"><span lang="en-GB">revealed that satellite data with the 10 m resolution have an optimal combination of details level and visibility for the interpretation of the main types of vegetation of the Curonian Spit due to the complex elongated shape of the peninsula. Using RSD made it possible to identify and quantify </span></span><span style="font-size: medium;"><span lang="en-US">the </span></span><span style="font-size: medium;"><span lang="en-GB">changes in the vegetation cover in the Curonian Spit NP over a 10-year period within the net of rides with an accuracy of at least 0.1 ha. However, a section of the coastal protecting foredune with strongly fragmented vegetation cover requires the survey materials with the higher spatial resolution.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The comparative analysis of the classification algorithms with training, the Maximum Likelihood Estimation and the Random Forest methods, has shown that both</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">algorithms are good at identifying and evaluating vegetation characteristics (Kappa coefficient 0.78 and 0.8, respectively). However, Random Forest demonstrated higher accuracy in recognizing main natural objects on the Curonian Spit (in particular, higher probability of recognition of the majority of the classes of forest vegetation). </span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">This algorithm is also preferable because of flexible settings of classification parameters and less stringent requirements to the representativeness of training references as compared to statistical classifiers, which include the maximum likelihood estimation.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The results of interpreting multi-temporal satellite images revealed new data on the changes in vegetation cover areas of the NP territory in 2007–2017; based on these results,a series of maps of the main indicators of vegetation dynamics and a map of the multi-temporal state of vegetation were compiled. The maximum decrease in the forest cover percent (-17%) was observed in the foredune &#8212; the most dynamic NP object, whereas the maximum increase (29%) was revealed in the areas of windthrows of the year 2000, which are intensively overgrowing. The largest decrease ( 12%) in the area of waving sands not covered with vegetation occurs on the NP territory bordering with Lithuania as a result of the measures to fix waving sand dunes. In general, the following trends are observed when assessing the changes in the structure of the NP vegetation cover: increase in the forest cover percentage and share of vegetation-fixed sands on the side of the Curonian Lagoon as a result of forest protection measures; decrease in the forest cover percentage and increase in the share of waving sands on the sea coast as a result of foredune destruction under the influence of wind-wave and recreational load.</span></span></span></p>
<p style="text-align: center;" align="JUSTIFY"><strong><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;">ACKNOWLEDGEMENTS</span></strong></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">Field studies and automated interpretation of satellite data was performed with financial support of the Russian Foundation for Basic Research (project 17-05-01129 &#171;Evaluation of biometric and morphological parameters of forest phytocenoses on the basis of detailed aerospace survey&#187;), cartographic assessment of vegetation on the Curonian Spit was carried out in the framework of the state assignment AAAA-A18-118052400130-7, &#171;Methodological approaches to the assessment of the structure and functioning of forest ecosystems.&#187; </span></p>
<p align="JUSTIFY"><span lang="en-GB" style="font-family: times new roman, times, serif; color: #000000;">We express our gratitude to the employees of the Curonian Spit national park for their assistance in the arrangement and conducting of the field work. </span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><b>REFERENCES</b></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Banskota A., Kayastha N., Falkowski M., Wulder M.A., Froese R.E., White J.C., Forest monitoring using Landsat time-series data: A review, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Canadian Journal of Remote Sensing, </i></span></span><span style="font-size: medium;"><span lang="en-US">2014, </span></span><span style="font-size: medium;">Т</span><span style="font-size: medium;"><span lang="en-US">om 40, </span></span><span style="font-size: medium;"><span lang="en-US">No.</span></span><span style="font-size: medium;"><span lang="en-US"> 5. pp. 362-384.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Boisvenue C., Smiley B.P., White J.C., Kurz W.A., Wulder M.A.,</span></span> <span style="font-size: medium;"><span lang="en-US">Integration of Landsat time series and field plots for forest productivity estimates in decision support models, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Forest Ecology and Management</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2016, </span></span><span style="font-size: medium;">Т</span><span style="font-size: medium;"><span lang="en-US">om 376, pp. 284-297.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Breiman L., Random forests, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Machine learning</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2001, </span></span><span style="font-size: medium;">Т</span><span style="font-size: medium;"><span lang="en-US">om 45. </span></span><span style="font-size: medium;"><span lang="en-US">No. </span></span><span style="font-size: medium;"><span lang="en-US">1. pp. 5</span></span><span style="font-size: medium;">&#8212;</span><span style="font-size: medium;"><span lang="en-US">32.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Chebakova I.V., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Nacional&#8217;nye parki Rossii, </i></span></span><span style="font-size: medium;"><span lang="en-US">Moscow: Izd-vo Centra ohrany dikoj prirody, 1996, p. 198. </span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Chen Y., Dengsheng L., Geping L., Jingfeng H., Detection of vegetation abundance change in the alpine tree line using multitemporal Landsat Thematic Mapper imagery, </span></span><span style="font-size: medium;"><span lang="en-US"><i>International Journal of Remote Sensing</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, </span></span><span style="font-size: medium;">Т</span><span style="font-size: medium;"><span lang="en-US">om 36, </span></span><span style="font-size: medium;"><span lang="en-US">No.</span></span><span style="font-size: medium;"><span lang="en-US">18, pp. 4683-4701.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Cohen J., A coefficient of agreement for nominal scales, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Educational and Psychological Measurement</i></span></span><span style="font-size: medium;"><span lang="en-US">, 1960, Vol. 20, No.1, pp. 37-46.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Gavier-Pizarro G.I., Kuemmerle T., Hoyos L.E., Stewart S.I., Huebner C.D., Keuler N.S., Radeloff V.C., Monitoring the invasion of an exotic tree (Ligustrum lucidum) from 1983 to 2006 with Landsat TM/ETM+ satellite data and Support Vector Machines in Córdoba, Argentina, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Remote Sensing of Environment</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2012, Vol. 122, pp. 134-145.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Gavrilyuk E.A., Ershov D.V., Metodika sovmestnoj obrabotki raznosezonnyh izobrazhenij Landsat-TM i sozdaniya na ih osnove karty nazemnyh ekosistem Moskovskoj oblasti (Methods of joint processing of Landsat-TM multi-season images and creating on their basis maps of terrestrial ecosystems of the Moscow Region), </span><span lang="en-US"><i>Sovremennye problemy distancionnogo zondirovaniya Zemli iz kosmosa,</i></span><span lang="en-US"> 2012, Tom. 9, No. 4, pp. 15-23.</span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Gould W., Remote sensing of vegetation, plant species richness, and regional biodiversity hotspots, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ecological applications</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2000, Vol. 10, No. 6, pp. 1861-1870.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Grankina A.A., Mishvelov E.G., Sostoyanie i dinamika lesnyh fitocenozov osobo ohranyaemyh prirodnyh territorij Kavkazskih mineral&#8217;nyh vod v usloviyah rekreacionnogo vozdejstviya (State and dynamics of forest phytocenoses of Caucasian mineral waters specially protected natural territories under the conditions of recreational impact), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Nauka. Innovacii. Tekhnologii</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2014, No. 4, pp. 121</span></span><span style="font-size: medium;">&#8212;</span><span style="font-size: medium;"><span lang="en-US">129.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Gubareva I.Yu. Botanicheskie ob&#187;ekty (Botanical objects). </span></span><span style="font-size: medium;"><span lang="en-US"><i>Osobo cennye prirodnye i kul&#8217;turnye ob&#187;ekty nacional&#8217;nogo parka «Kurshskaya kosa»: sb. nauch. st. sost. O.V. Ryl&#8217;kov, I.P.ZHukovskaya </i></span></span><span style="font-size: medium;"><span lang="en-US">(Especially Valuable Natural and Cultural Objects of the Curonian Spit National Park: Coll. of Sc. Art.,Comp. O.V. Rylkov, I.P. ZHukovskaya)</span></span><span style="font-size: medium;"><span lang="en-US"><i>,</i></span></span><span style="font-size: medium;"><span lang="en-US"> Kaliningrad, Izd-vo RGU im. I. Kanta, 2009, pp. 9-36.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Hansen M.C., Potapov P.V., Moore R., Hancher M., Turubanova S.A., Tyukavina A. et al., High-resolution global maps of 21st-century forest cover change, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Science</i></span></span><span style="font-size: medium;"><span lang="en-US">, No. 342 (6160), pp. 850-853.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Homolova L., Malenovsky Z., Clevers J.G., Garcia-Santos G., Schaepman M.E., Review of optical-based remote sensing for plant trait mapping, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ecological Complexity,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2013, Vol. 15, pp. 1-16.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span lang="zxx"><u><a class="western" style="color: #000000;" href="http://www.park-kosa.ru/"><span style="font-size: medium;"><span lang="en-US">http://www.park-kosa.ru</span></span></a></u></span> <span lang="en-US">(2019, 27 June).</span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span lang="zxx"><u><a class="western" style="color: #000000;" href="https://apps.sentinel-hub.com/eo-browser"><span style="font-size: medium;"><span lang="en-US">https://apps.sentinel-hub.com/eo-browser</span></span></a></u></span> <span lang="en-US">(2019, 27 June).</span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Immitzer M., Vuolo F., Atzberger C. First experience with Sentinel-2 data for crop and trees species classifications in central Europe, </span></span><span style="font-size: medium;"><span lang="en-US"><i>RemoteSensing</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2016, Vol. 8, No. 3, p. 166</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Knyazeva S.V., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Kartografo-aehrokosmicheskij monitoring lesov nacional&#8217;nyh parkov: Dis.kand.geogr.nauk </i></span></span><span style="font-size: medium;"><span lang="en-US">(Cartographic-aerospace monitoring of national parks forests: the dissertation of the geographical sciences candidate), Moscow, MSU, 2006.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Komarova A.F., Zhuravleva I.V., YAblokov V.M., Otkrytye mul&#8217;tispektral&#8217;nye dannye i osnovnye metody distancionnogo zondirovaniya v izuchenii rastitel&#8217;nogo pokrova (Open multispectral data and main methods of remote sensing in the study of vegetation), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Principy ekologii, </i></span></span><span style="font-size: medium;"><span lang="en-US">2016, No. 1 (17), pp. 40-74.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Koroleva N.V., Tihonova E.V. Ershov D.V., Saltykov A.N., Gavrilyuk E.A., Pugachevskij A.V., Ocenka masshtabov zarastaniya nelesnyh zemel&#8217; v nacional&#8217;nom parke “Smolenskoe poozer&#8217;e” za 25 let po sputnikovym dannym Landsat (Assessment of the extent of non-forest lands growing in the Smolensk Lakeland National Park for 25 years using satellite data Landsat), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesovedenie</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2018, No. 2, pp. 83-96.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kravcova V.I., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Generalizaciya aehrokosmicheskogo izobrazheniya: kontinual&#8217;nye i diskretnye snimki</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Aerospace Image Generalization: Continuous and Discrete Images), Moscow, Izd-vo Mosk. un-ta, 2000, 256 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kurbanov E.A., Vorob&#8217;ev O.N., Nezamaev, S.A., Gubaev A.V., Lezhnin S.A., Polevshchikova Yu.A., Tematicheskoe kartirovanie i stratifikaciya lesov Marijskogo Zavolzh&#8217;ya po sputnikovym snimkam Landsat (Thematic mapping and stratification of Mari Trans-Volga forests using Landsat satellite imagery), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Vestnik Povolzhskogo gosudarstvennogo tekhnologicheskogo universiteta. Seriya: Les. Ekologiya. Prirodopol&#8217;zovanie</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2013, No. 3 (19), pp. 82</span></span><span style="font-size: medium;">&#8212;</span><span style="font-size: medium;"><span lang="en-US">92.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Labutina I.A., Baldina E.A., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ispol&#8217;zovanie dannyh distancionnogo zondirovaniya dlya monitoringa ekosistem OOPT</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Use of remote sensing data for monitoring ecosystems of protected areas), Moscow: WWF Rossii, 2011, p. 88.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Malysheva N.V., Orlova O.L., Knyazeva S.V., Zolina T.A., Vukolova I.A., Monitoring lesnyh ehkosistem nacional&#8217;nyh parkov s ispol&#8217;zovaniem distancionnyh metodov i GIS-tekhnologij. Metodicheskie podhody i opyt rabot (Monitoring forest ecosystems of national parks using remote sensing methods and GIS technologies. Methodical approaches and work experience), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesohozyajstvennaya informaciya</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2002, No. 12, pp. 19-24.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">McRoberts R.E., Cohen W.B., Næsset E., Stehman S.V., Tomppo E.O. Using remotely sensed data to construct and assess forest attribute maps and related spatial products, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Scandinavian Journal of Forest Research</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2010, Vol. 25, No. 4. pp. 340-367.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Nagendra H., Lucas R., Honrado J.P., Jongman R.H., Tarantino C., Adamo M., Mairota P. Remote sensing for conservation monitoring: Assessing protected areas, habitat extent, habitat condition, species diversity, and threats, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ecological Indicators</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2013, Vol. 33, pp. 45</span></span><span style="font-size: medium;">&#8212;</span><span style="font-size: medium;"><span lang="en-US">59.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Rasskazov A.A., Galaganova L.A., Ispol&#8217;zovanie dannyh LANDSAT dlya ocenki dinamiki izmenenij rastitel&#8217;nogo pokrova na territorii Meshchery (Use of LANDSAT data to assess changes in vegetation cover in Meshchera), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Nauchnye trudy Instituta nepreryvnogo professional&#8217;nogo obrazovaniya</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2014, No. 3, p. 236.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Ryazanov S.S., Sahabiev I.A., Galimov D.Z., Klassifikaciya zemnogo pokrova ostrovov Kujbyshevskogo vodohranilishcha s ispol&#8217;zovaniem dannyh distancionnogo zondirovaniya (Classification of the land cover of the islands of the Kuibyshev reservoir using remote sensing data), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Rossijskij zhurnal prikladnoj ekologii,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2015, No. 3 (3), pp. 50-55.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Shaplygina T.V., Volkova I.I., Geoehkologicheskie aspekty rekreacionnogo prirodopol&#8217;zovaniya v nacional&#8217;nom parke “Kurshskaya kosa” (Geoecological aspects of recreational environmental management in the Curonian Spit National Park). </span></span><span style="font-size: medium;"><span lang="en-US"><i>Sb. materialov vserossijskoj nauchno-prakticheskoj konferencii </i></span></span><span style="font-size: medium;"><span lang="en-US">“</span></span><span style="font-size: medium;"><span lang="en-US"><i>Problemy prirodopol&#8217;zovaniya, sohraneniya bioraznoobraziya i kul&#8217;turnogo naslediya na osobo ohranyaemyh prirodnyh territoriyah Rossii” (Materials Collection of the Russian Scientific-Practical Conference &#171;Problems of Nature Management, Biodiversity Conservation and Cultural Heritage in Specially Protected Natural Areas of Russia&#187;)</i></span></span><span style="font-size: medium;"><span lang="en-US">, Kaliningrad, Izd-vo BFU im. Im. I. Kanta, 2017, pp. 128</span></span><span style="font-size: medium;">&#8212;</span><span style="font-size: medium;"><span lang="en-US">134.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Suhih V.I., Zhirin V.M., Primenenie skanernyh kosmicheskih snimkov pri inventarizacii rezervnyh lesov (The use of scanner satellite images in the inventory of reserve forests), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Distancionnye metody v lesoustrojstve i uchete lesov. Pribory i tekhnologii: Materialy Vserossijskogo soveshchaniya-seminara s mezhdunarodnym uchastiem </i></span></span><span style="font-size: medium;"><span lang="en-US">(Remote Methods in Forest Management and Forest Accounting. Instruments and Technologies: Materials of the All-russian Meeting-Seminar with International Participation.)</span></span><span style="font-size: medium;"><span lang="en-US"><i>, </i></span></span><span style="font-size: medium;"><span lang="en-US">Krasnoyarsk: Institut lesa im. V.N. Sukacheva SO RAS, 2005, p. 92.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Turner W., Rondinini C., Pettorelli N., Mora B., Leidner A.K., Szantoi Z., Buchanan G., Dech S., Dwyer J., Herold M., Koh L.P., Leimgruber P., Taubenboeck H., Wegmann M., Wikelski M., Woodcock C., Free and open-access satellite data are key to biodiversity conservation, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Biological Conservation</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, Vol. 182, pp. 173-176.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Tyutrin S.A., Kondratovec R.B., Distancionnyj monitoring nezakonnyh rubok v Dal&#8217;nevostochnom federal&#8217;nom okruge (Remote monitoring of illegal logging in the Far Eastern Federal District), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Zemlya iz kosmosa: naibolee ehffektivnye resheniya.</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2010, No. 4, pp. 73-76.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Xie Y., Sha Z., Yu M., Remote sensing imagery in vegetation mapping: a review, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Journal of plant ecology</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2008, Vol. 1, No. 1. pp. 9-23.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: large; font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Yaldygina N.B., Ispol&#8217;zovanie programmnogo kompleksa ENVI dlya resheniya zadach lesnogo hozyajstva (Using the ENVI software package for solving forestry problems), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Geomatika</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2011, </span></span><span style="font-size: medium;"><span lang="en-US">No.</span></span><span style="font-size: medium;"><span lang="en-US"> 3, pp. 34-39.</span></span></span></p>
</div>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB"><b>Reviewer:</b></span> <span lang="en-US">PhD</span> <span lang="en-US">in </span><span lang="en-GB">geography, associate professor Malysheva N.V. </span></span></p>
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		<title>Current and historical fire regimes of the  Pechora-ilych nature reserve and its surroundings</title>
		<link>https://jfsi.ru/3-1-2020-kharitonova_et_al/</link>
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		<dc:creator><![CDATA[lena]]></dc:creator>
		<pubDate>Tue, 24 Mar 2020 08:08:03 +0000</pubDate>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 A.O. Kharitonova, A.S. Plotnikova, D.V. Ershov, published in Forest Science Issues Vol. 2, No. 3, pp. 1-17 A.O. Kharitonova*, A.S.&#46;&#46;&#46;]]></description>
										<content:encoded><![CDATA[<p>С текстом оригинальной статьи Вы можете ознакомиться по <a href="https://jfsi.ru/https://jfsi.ru/2-3-2019-kharitonova_et_all/">ссылке</a></p>
<p style="text-align: left;"><a href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Kharitonova_et_al.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="de-DE">Original Russian Text </span><span lang="en-US">© </span><span lang="en-US">2019 A.O. Kharitonova, A.S. Plotnikova, D.V. Ershov, published in Forest Science Issues Vol. 2, No. 3, pp. 1-</span><span lang="en-US">17</span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>A.O. Kharitonova*, A.S. Plotnikova, D.V. Ershov</b></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><em><span lang="en-US">Center for Forest Ecology and Productivity of the RAS</span></em></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><em><span lang="en-US">Profsoyuznaya st. 84/32 bldg. 14, Moscow, 117997, Russia</span></em></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">*E-mail: </span><span lang="zxx"><a class="western" style="color: #000000;" href="mailto:Kharitonova@ifi.rssi.ru"><span lang="en-US">Kharitonova@ifi.rssi.ru</span></a></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Received</span> 30 <span lang="en-US">June</span> 2019</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK76"></a><a style="color: #000000;" name="OLE_LINK75"></a><a style="color: #000000;" name="OLE_LINK73"></a><a style="color: #000000;" name="OLE_LINK27"></a><a style="color: #000000;" name="OLE_LINK105"></a><a style="color: #000000;" name="OLE_LINK106"></a><a style="color: #000000;" name="OLE_LINK107"></a> <span style="font-size: medium;"><span lang="en-US">Recurring fires have a significant impact on the dynamics and functioning of forest ecosystems. The fire regime determines conditions of occurrence, spread and long-term consequences of forest fires. A significant change in the fire regime in the natural complex may indicate at possible loss risks of the key components of the ecosystem. This study presents current and historical fire regimes mapping results for the </span></span><em><span style="font-size: medium;"><span lang="en-US">Pechora natural reserve</span></span></em> <span style="font-size: medium;"><span lang="en-US">and its surroundings &#8212; Kurinsky and Yakshinsky forest districts. The input dataset consists of fire historical fires records for the area taken from several sources: historical fires dataset of the </span></span><em><span style="font-size: medium;"><span lang="en-US">Pechora natural reserve</span></span></em><span style="font-size: medium;"><span lang="en-US"> covering period from the second half of the XIX century till nowadays, which was received from both satellite images interpretation and reserve’s records archive analysis; hot spots detected by airborne-based and ground-based means covering period from 1987 to 2011 and the dendrochronological reconstruction of fires in the pine forests of the reserve’s surroundings for a 600-year period. We applied a methodology of mapping forest ecosystems fire regimes at local level for mapping both current and historical fire regimes. The methodology is based on the LANDFIRE classification, which accounts for fires frequency and fires severity. Results analysis of historical fire regimes indicate the dominance of “less than 200 years” fire return rate, associated with low-to-moderate fire severity for the most of the area. As an exception, the mountainous part of the </span></span><em><span style="font-size: medium;"><span lang="en-US">Pechora natural reserve is </span></span></em><span style="font-size: medium;"><span lang="en-US">characterized by a long period of fire return rate. The analysis of current fire regimes has revealed long periods of fire recurrence in both the reserve area and the forest districts area. We also showed a human impact on the increase in fire frequency. An assessment of the deviation of current fire regimes from their historical values showed that current fire regimes are within their normal historical range in most of the study area.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Key words:</b></span></span><span style="font-size: medium;"><span lang="en-US"><i> fire regime, the Pechora-Ilych Nature reserve, LANDFIRE, FRCC, GIS analysis</i></span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The repeated impact of fires is considered an exogenous local catastrophic factor leading to the transformation of natural systems (Val&#8217;ter, 1974). Fires have a significant impact on the functioning of landscapes, which is locally manifested in microclimatic changes, changing of hydrological regime, changing of soil properties, increasing of mosaic pattern, disappearing of native and spreading of invasive flora and fauna species. The forests exposed to fires lose their resistance to subsequent fires, become more vulnerable to insect pests and external negative factors in general. Thus, about one third of the forest areas exposed to catastrophic fires in Russia turn into unproductive territories, where the process of natural reforestration is disrupted for several centuries (Shvidenko et al., 2011).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Changes in quantitative and qualitative characteristics of individual components and natural complexes in general largely depend on fire frequency and severity. Fires of low and medium severity result in decreased thickness of the litter and peat layer; burned out the ground vegetation, died of the undergrowth partially, and unevenly thinned of the forest canopy. At the same time, soil productivity increases in the first years after the fire, and the mosaic pattern contributes to landscape diversity increasing. Severe fires usually completely destroy the forest litter, ground vegetation and undergrowth. In addition, the stands are significantly thin out, the soil is subjected to desiccation and erosion, coniferous species are replaced by secondary deciduous forests (Melexov, 1980).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK45"></a><a style="color: #000000;" name="OLE_LINK44"></a><a style="color: #000000;" name="OLE_LINK43"></a><a style="color: #000000;" name="OLE_LINK42"></a> <span style="font-size: medium;"><span lang="en-US">Depending on natural conditions, fire severity and fire return interval within natural complexes and their combinations special &#171;pyroecological&#187; regimes are formed (Furyaev et al., 1996). Russian scientists and foreign researchers use the concept of &#171;fire regime&#187; (Agee, 1993; Valendik, Ivanova, 2001; Sheshukov et al., 2008; Shvidenko, Shhepashhenko, 2013). Despite different approaches to fire regime definitions, the researchers agree that it determines the conditions for the occurrence, spread and long-term consequences of forest fires. There are also a number of regional features of fire regimes depending on forest vegetation, anthropogenic and climatic conditions.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK41"></a><a style="color: #000000;" name="OLE_LINK40"></a><a style="color: #000000;" name="OLE_LINK9"></a><a style="color: #000000;" name="OLE_LINK6"></a><a style="color: #000000;" name="OLE_LINK5"></a> <span style="font-size: medium;"><span lang="en-US">For a number of years, the Center for Forest Ecology and Productivity of the RAS carried out research at aimed at developing methodological bases for determining and mapping fire regimes at various spatial levels – from local (Plotnikova et al., 2018) to national one (Plotnikova et al., 2016). This paper analyzes the results of current and historical fire regimes mapping within the Pechora-Ilych reserve and its surroundings, as well as determines the deviations of current fire regimes from their historical values.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>STUDY AREA</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">To determine and analyze fire regimes at the local level, we chose the territory of the Pechora-Ilych biosphere reserve and its surroundings – the Kurinsky and Yakshinsky forest districts. This study area was chosen because there are spatially coordinated data on fire history (Alejjnikov et al., 2015; Lupyan et al., 2013; Drobyshev et al., 2004).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The Pechora-Ilych reserve is an important natural reserve which, together with the National Park &#171;Yugyd Va&#187;, is included in the UNESCO World Heritage List of natural sites as &#171;Virgin Komi Forests&#187;. The territory of the reserve is represented by two plots – the Ural mountainous and Yakshinsky ones (Fig. 1). The territory is located at the junction of two physical and geographical countries (the Russian Plain and the Urals mountain country), which explains high variability of natural landscapes. The border of the subzones of the middle and northern taiga is located on the studied territory, and this is also where the rivers of the largest basins – of the Pechora, Volga, Northern Dvina and Ob rivers – originate. In terms of geomorphology and landscape the area is divided into three regions from west to east, i. e. plain, foothill and mountain. The plain region is located within the Pechora lowland with an average absolute altitude of 95–150 meters. The landscape is characterized by aqueoglacial and morainic plains with undulating relief. The foothill region is characterized by a general slope to the west and absolute altitudes of 220–250 meters. In the eastern region there are two major ridges, i. e. the western (High Parma) and eastern (Ebel-iz, Valgan-chugra, Lyaga-chugra, and Shejim-iz) hills. The average absolute altitude of the peaks of the mountainous region is 750–850 meters, with some peaks rising up to 1.000–1.200 meters (Varsanof&#8217;eva, 1940).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The climate of the territory is moderately continental, nevertheless the meteorological indicators of individual landscape areas are somewhat different. In the plain region, the average annual air temperature is -0.8 </span></span><sup><span style="font-size: medium;"><span lang="en-US">o</span></span></sup><span style="font-size: medium;"><span lang="en-US">C, and in the north of the mountain area it is -4 </span></span><sup><span style="font-size: medium;"><span lang="en-US">o</span></span></sup><span style="font-size: medium;"><span lang="en-US">C. The annual precipitation in the plain region ranges from 500 to 800 mm, whereas in the mountain area it can be up to 1.000 mm (Zaboeva et al., 2013). It should also be noted that in the mountainous region at an altitude of 800–1,000 m frost weathering and cryogenic processes in the upper soil horizons are observed.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The vegetation cover of the study area varies depending on the landscape area (Fig. 2). Swamp ecosystems with numerous dwarf shrubs and green moss cover account for a significant part of the plain region of the reserve. The western part of the district is dominated by pine forests and swamps of the Pechora lowland (Gavrilyuk et al., 2018). The foothill region is characterized by dark coniferous forests of Siberian spruce with an admixture of fir. The area is also interspersed with hummock-ridge bogs, as well as secondary small-leaved (birch, aspen) and mixed forests representing different stages of pyrogenic successions. Dark coniferous forests, crooked forests, meadows, mountain tundra and goltsy (bare rocks) of the Northern Urals are common in the mountainous region. The Yakshinsky part of the reserve and the forest districts are dominated by pine forests of various types, i. e. lichen, green-moss, sphagnum forests, and there also are upland and transitional swamps. Valleys of the Pechora and Ilych rivers and their numerous tributaries developed communities of meadows, thickets of shrubs and massifs of hummock-ridge bogs. Primary herb-type birch forests grow in the floodplain of the Pechora river (Lavrenko et al., 1995). </span></span></span></p>
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<div id="attachment_2837" style="width: 927px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2837" loading="lazy" class="size-large wp-image-2837" src="https://jfsi.ru/wp-content/uploads/2020/03/fig1-917x1024.jpg" alt="Relief of the study area according to the ASTER GDEM V2 " width="917" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/fig1-917x1024.jpg 917w, https://jfsi.ru/wp-content/uploads/2020/03/fig1-134x150.jpg 134w, https://jfsi.ru/wp-content/uploads/2020/03/fig1-269x300.jpg 269w, https://jfsi.ru/wp-content/uploads/2020/03/fig1-768x858.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/fig1.jpg 1200w" sizes="(max-width: 917px) 100vw, 917px" /><p id="caption-attachment-2837" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 1.</strong> Relief of the study area according to the ASTER GDEM V2</span></p></div>
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<div id="attachment_2838" style="width: 927px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2838" loading="lazy" class="size-large wp-image-2838" src="https://jfsi.ru/wp-content/uploads/2020/03/fig2-917x1024.jpg" alt="Vegetation of the Pechora-Ilych Nature reserve and its surroundings" width="917" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/fig2-917x1024.jpg 917w, https://jfsi.ru/wp-content/uploads/2020/03/fig2-134x150.jpg 134w, https://jfsi.ru/wp-content/uploads/2020/03/fig2-269x300.jpg 269w, https://jfsi.ru/wp-content/uploads/2020/03/fig2-768x858.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/fig2.jpg 1200w" sizes="(max-width: 917px) 100vw, 917px" /><p id="caption-attachment-2838" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 2.</strong> Vegetation of the Pechora-Ilych Nature reserve and its surroundings</span></p></div>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK47"></a><a style="color: #000000;" name="OLE_LINK46"></a> <span style="font-size: medium;"><b>MATERIALS AND METHODS </b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK67"></a><a style="color: #000000;" name="OLE_LINK30"></a><a style="color: #000000;" name="OLE_LINK117"></a><a style="color: #000000;" name="OLE_LINK116"></a><a style="color: #000000;" name="OLE_LINK115"></a><a style="color: #000000;" name="OLE_LINK114"></a><a style="color: #000000;" name="OLE_LINK81"></a> <span style="font-size: medium;"><span lang="en-US">Mapping of fire regimes was performed using data on the fire history of the study area from several sources (fig. 3). First, it was the history of fires in the Pechora-Ilych </span></span><span style="font-size: medium;"><span lang="en-US">Nature</span></span><span style="font-size: medium;"><span lang="en-US"> reserve from the second half of the 19th century, resulting from satellite images interpretation and reserve’s records archive analysis (Alejjnikov et al., 2015). Second, hot spots detected by airborne-based and ground-based means covering period from 1987 to 2011 throughout the study area, specifying fire area and pattern (crown or ground fire) (Lupyan et al., 2013). Third, dendrochronological reconstruction of fires in pine forests of the reserve surroundings for a 600-year period, available on the territory of some spatial units of the Kurinsky and Yakshinsky forest districts (Drobyshev et al., 2004).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK111"></a><a style="color: #000000;" name="OLE_LINK110"></a><a style="color: #000000;" name="OLE_LINK109"></a> <span style="font-size: medium;"><span lang="en-US">In accordance with the developed method of fire regimes mapping at the local level, the first stage of the study involved the identification of spatial units (Plotnikova et al., 2019) which were understood as the largest area with a relatively uniform nature of damage (Price, Daust, 2003). At the local level, it was proposed to use spatial units based on the boundaries of river basins (Plotnikova, Kharitonova, 2018). The indicators of forest fire statistics, such as the number of fires, the proportion of the area covered by fire, the average fire area and its standard deviation during the study period, the predominant type of vegetation were determined for each river basin with retrospective statistical GIS analysis. Spatial units are rivers basins where one forest ecosystem type was predominant and long-term values of the main pyrological indicators were uniform. River basins not meeting these requirements were combined with neighbouring basins similar in terms of forest fire statistics and analyzed again. The obtained spatial unit boundaries for mapping fire regimes in the study area are shown at Figure 3.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK288"></a><a style="color: #000000;" name="OLE_LINK287"></a><a style="color: #000000;" name="OLE_LINK286"></a><a style="color: #000000;" name="OLE_LINK362"></a><a style="color: #000000;" name="OLE_LINK361"></a><a style="color: #000000;" name="OLE_LINK360"></a> <span style="font-size: medium;"><span lang="en-US">During the second stage, fire regimes of spatial units were identified with the LANDFIRE</span></span><span style="font-size: medium;"><span lang="en-US"> classification (Landscape Fire and Resource Management Planning Tools) (</span></span><span lang="zxx"><a class="western" style="color: #000000;" href="https://www.landfire.gov/"><span style="font-size: medium;"><span lang="en-US">https://www.landfire.gov</span></span></a></span><span style="font-size: medium;"><span lang="en-US">). T</span></span><span style="font-size: medium;"><span lang="en-US">he LANDFIRE classification identifies five classes of fire regimes depending on the period of fire recurrence (0–35 years; 36–200 years; more than 200 years) and the severity of vegetation damage (low, medium, high) (Barrett et al., 2010). The research period is divided into two intervals, i. e. the historical and the current ones. The time frames of the fire frequency assessment intervals given in Table 1 are based on the initial data on the pyrological history of the study area.</span></span></span></p>
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<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Table 1.</b></span></span><span style="font-size: medium;"><span lang="en-US"> Fire frequency assessment intervals</span></span></span></p>
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<table border="1" width="656" cellspacing="0" cellpadding="0">
<colgroup>
<col width="226" />
<col width="217" />
<col width="211" /> </colgroup>
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<td rowspan="2" bgcolor="#ffffff" width="226">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>Study area</b></span></span></p>
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<td colspan="2" bgcolor="#ffffff" width="428">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>Intervals for assessing fire frequency</b></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Historical</span></span></p>
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<td bgcolor="#ffffff" width="211">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Current</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The Pechora-Ilych reserve</span></span></span></p>
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<td bgcolor="#ffffff" width="217">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1850–1986</span></span></p>
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<td bgcolor="#ffffff" width="211">
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1987–2014</span></span></p>
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<p lang="en-US" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Surroundings of the reserve </span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1424–1954</span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1987–2011</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK103"></a><a style="color: #000000;" name="OLE_LINK102"></a><a style="color: #000000;" name="OLE_LINK101"></a> <span style="font-size: medium;"><span lang="en-US">In accordance with the LANDFIRE method, for each spatial unit </span></span><span style="font-size: medium;"><span lang="en-US"><b>(</b></span></span><span style="font-size: medium;"><span lang="en-US"><i><b>k</b></i></span></span><span style="font-size: medium;"><span lang="en-US"><b>)</b></span></span><span style="font-size: medium;"><span lang="en-US">, the period of fire recurrence in the historical interval is first determined as the average number of years between fires (<span style="border-top: 1px solid; margin-top: 3px;">rFl<sub>k</sub></span>)</span></span><span style="font-size: medium;"><span lang="en-US">. Then the average annual area covered by fire over the historical interval is calculated as the ratio of the spatial unit area (ST<sub>k</sub></span></span><span style="font-size: medium;"><span lang="en-US">) to the period of fire recurrence in the historical interval: <span style="border-top: 1px solid; margin-top: 3px;">rSF<sub>k</sub></span>=ST<sub>k</sub> /<span style="border-top: 1px solid; margin-top: 3px;">rFl<sub>k</sub></span></span></span><span style="font-size: medium;"><span lang="en-US">. Next, the average annual area covered by fire over the current interval is estimated as the ratio of the spatial unit area covered by fire over the current interval ∑<sup>n</sup><sub>j=1</sub>cSF<sub>kj</sub> </span></span><span style="font-size: medium;"><span lang="en-US"> to the number of years in this interval (</span></span><span style="font-size: medium;"><span lang="en-US"><i><b>n</b></i></span></span><span style="font-size: medium;"><span lang="en-US">): <span style="border-top: 1px solid; margin-top: 3px;">cSFk</span>=∑<sup>n</sup><sub>j=1</sub>cSF<sub>kj</sub>/n</span></span><span style="font-size: medium;"><span lang="en-US">. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Through these calculations we can find the adjusting factor (CC<sub>k</sub></span></span><span style="font-size: medium;"><span lang="en-US">), i. e. the ratio of the average annual area covered by fire over the historical interval to the average annual area covered by fire over the current interval: CC<sub>k</sub></span></span><span style="font-size: medium;"><span lang="en-US">=<span style="border-top: 1px solid; margin-top: 3px;">rSF<sub>k</sub></span>/<span style="border-top: 1px solid; margin-top: 3px;">cSF<sub>k</sub></span> Finally, the current period of fire recurrence is defined as the product of the period of fire recurrence of the historical interval and the adjusting factor: cFl<sub>k</sub>=<span style="border-top: 1px solid; margin-top: 3px;">rFl<sub>k</sub></span>×CC<sub>k </sub></span></span><span style="font-size: medium;"><span lang="en-US">. </span></span></span></p>
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<div id="attachment_2839" style="width: 927px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2839" loading="lazy" class="size-large wp-image-2839" src="https://jfsi.ru/wp-content/uploads/2020/03/fig3-917x1024.jpg" alt="Fire history data and boundaries of spatial units for mapping fire regimes in the study area" width="917" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/fig3-917x1024.jpg 917w, https://jfsi.ru/wp-content/uploads/2020/03/fig3-134x150.jpg 134w, https://jfsi.ru/wp-content/uploads/2020/03/fig3-269x300.jpg 269w, https://jfsi.ru/wp-content/uploads/2020/03/fig3-768x858.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/fig3.jpg 1200w" sizes="(max-width: 917px) 100vw, 917px" /><p id="caption-attachment-2839" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 3.</strong> Fire history data and boundaries of spatial units for mapping fire regimes in the study area</span></p></div>
<p lang="en-US" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK72"></a><a style="color: #000000;" name="OLE_LINK71"></a><a style="color: #000000;" name="OLE_LINK70"></a><a style="color: #000000;" name="OLE_LINK69"></a><a style="color: #000000;" name="OLE_LINK68"></a></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">To determine the dominant severity on the spatial unit, the data on hot spots detected by aviation and ground monitoring were used (Lupyan et al., 2013). The total area of crown and ground fires was calculated within the boundaries of the spatial units. Low/mixed severity of damage was considered predominant if the territory of the spatial unit was dominated by ground fires. Conversely, highly severe damage was considered predominant in case of prevailing crown fires.</span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>RESULTS AND DISCUSSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK52"></a><a style="color: #000000;" name="OLE_LINK51"></a><a style="color: #000000;" name="OLE_LINK50"></a><a style="color: #000000;" name="OLE_LINK12"></a><a style="color: #000000;" name="OLE_LINK10"></a><a style="color: #000000;" name="OLE_LINK159"></a><a style="color: #000000;" name="OLE_LINK158"></a> <span style="font-size: medium;"><span lang="en-US">Mapping of fire regimes at the local level made it possible to create maps of current and historical fire regimes of the Pechora-Ilych reserve and its surroundings (Fig. 4a, 4b). Please note that on the territory of the Kurinsky and Yakshinsky forest districts, fire regimes were defined only for those spatial units for which the data of dendrochronological reconstruction of fires were available (Drobyshev et al., 2004).</span></span></span></p>
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<td width="340"><span style="font-family: times new roman, times, serif; color: #000000;"><img loading="lazy" class="aligncenter size-full wp-image-2842" src="https://jfsi.ru/wp-content/uploads/2020/03/fig4b.jpg" alt="" width="600" height="708" srcset="https://jfsi.ru/wp-content/uploads/2020/03/fig4b.jpg 600w, https://jfsi.ru/wp-content/uploads/2020/03/fig4b-127x150.jpg 127w, https://jfsi.ru/wp-content/uploads/2020/03/fig4b-254x300.jpg 254w" sizes="(max-width: 600px) 100vw, 600px" /></span></td>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>A</b></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>B</b></span></span></p>
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<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Figure 4.</b></span></span><span style="font-size: medium;"><span lang="en-US"> Fire regimes of the Pechora-Ilych reserve and surrounding areas:</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">A) historical, B) current</span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK15"></a><a style="color: #000000;" name="OLE_LINK14"></a><a style="color: #000000;" name="OLE_LINK13"></a><a style="color: #000000;" name="OLE_LINK19"></a><a style="color: #000000;" name="OLE_LINK17"></a><a style="color: #000000;" name="OLE_LINK16"></a><a style="color: #000000;" name="OLE_LINK120"></a><a style="color: #000000;" name="OLE_LINK119"></a><a style="color: #000000;" name="OLE_LINK118"></a><a style="color: #000000;" name="OLE_LINK122"></a><a style="color: #000000;" name="OLE_LINK121"></a> <span style="font-size: medium;"><span lang="en-US">These new maps revealed the territorial heterogeneity of historical and current fire regimes within the study area. In the historical period, most spatial units were characterized by fire regime class I (fire return interval 0–35 years, low and mixed severity) and III (36–200 years, low and mixed severity) with the exception of the mountainous part of the reserve. For instance, class I is identified in the territory of the reserve in close proximity to the Ilych river. The fire return rate is high (0–35 years) here, mainly due to anthropogenic factors, since the Ilych river has been an important traffic artery. Human influence had a great impact on fire frequency because there was no environment protection in place: the Pechora-Ilych reserve became a protected territory only in 1930. The majority of the spatial units of the foothill region possess fire regime of class III, which means a fairly long fire recurrence period (36–200 years) without changes in the species composition. In the mountainous part of the reserve, fires occurred very rarely and only within a few spatial units, so they are characterized by class V fire regime (the period of fire recurrence: over 200 years, the change of species composition, any severity of damage). The long period of fire recurrence in the mountainous part (more than 200 years) is due to both natural, mainly climatic and orographic, and anthropogenic factors such as the inaccessibility of territories for people. Large parts of the Yakshinsky forest district have class I fire regime due to pine forests predominating in the vegetation and being particularly vulnerable to the effects of ground fires in dry years (Fig. 2).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK21"></a><a style="color: #000000;" name="OLE_LINK20"></a> <span style="font-size: medium;"><span lang="en-US">In the current period, most of the study territory is characterized by class V fire regime, largely due to absent anthropogenic activities since the designation of the territory as a protected area. Conspicuously, the territories adjacent to the floodplain of the Ilych river, which in the historical period were characterized by class I fire regime, now have class V. It can be assumed that the role of the pyrogenic factor in the development of forest ecosystems in this area has decreased significantly. Spatial units located outside the protected area also moved to class V. The foothill part of the reserve faced no significant changes in fire regimes as compared to the historical interval: class III still prevails. Moreover, only two spatial units located in the northern and southwestern parts of the reserve in different natural conditions are characterized by class I fire regime. The short period of fire recurrence in the southwestern part is explained by the predominance of pine in the stand. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The obtained maps allow us to estimate the deviation of the current fire regime from the historical values for each spatial unit. Foreign literature introduced the concept of fire regime condition class (FRCC), which is understood as a qualitative measure of deviation of the current fire regime from the historical one (Schmidt et al. al., 2002). Deviations of the fire regime lead to changes in the characteristics of key ecosystem components: species composition, structure and age of vegetation, canopy closure, presence and composition of fuels, which affects the change in fire frequency and intensity of fire spread. Unnatural accumulation of fuels resulting from human impact (fires, logging) is believed to be one of the reasons for the described deviations. For each fire regime, one of the three condition classes is determined to describe the potential risks to ecosystems (Table 2).</span></span></span></p>
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<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK39"></a><a style="color: #000000;" name="OLE_LINK38"></a> <span style="font-size: medium;"><span lang="en-US"><b>Table 2</b></span></span><span style="font-size: medium;"><span lang="en-US">. Fire Regime Condition Classes and potential risks to ecosystems</span></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>Fire Regime Condition Class</b></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>Description</b></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>Potential risks</b></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">1</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Deviation of characteristics (vegetation, fuel composition, fire frequency, severity and other associated disturbances) is within the historical fire regime.</span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">No changes in fire behaviour. No alternation in the composition and structure of the vegetation. Low risk of loss of key ecosystem components (native vegetation, soil).</span></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">2</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Moderate deviation of characteristics from their values in the historical fire regime.</span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK24"></a><a style="color: #000000;" name="OLE_LINK23"></a><a style="color: #000000;" name="OLE_LINK22"></a> <span style="font-size: medium;"><span lang="en-US">Fire behaviour and associated disturbances are moderately altered. Composition and structure of vegetation are moderately altered. Uncharacteristic conditions range from low to moderate. Moderate risk of loss of key ecosystem components.</span></span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">3</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">High deviation of characteristics from their values in the historical fire regime.</span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Fire behavior and disturbances are highly altered. Composition and structure of vegetation and fuel are highly altered. Uncharacteristic conditions range from moderate to high. High risk of loss of key ecosystem components.</span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK162"></a><a style="color: #000000;" name="OLE_LINK161"></a><a style="color: #000000;" name="OLE_LINK160"></a> <span style="font-size: medium;"><span lang="en-US">There are several approaches to determining the FRCC depending on the estimated changes in: vegetation (FRCC</span></span><sub><span style="font-size: medium;"><span lang="en-US">VS</span></span></sub><span style="font-size: medium;"><span lang="en-US">), fire frequency (FRCC</span></span><sub><span style="font-size: medium;"><span lang="en-US">FRI</span></span></sub><span style="font-size: medium;"><span lang="en-US">), fire severity (FRCC</span></span><sub><span style="font-size: medium;"><span lang="en-US">SEV</span></span></sub><span style="font-size: medium;"><span lang="en-US">). In this study, FRCC</span></span><sub><span style="font-size: medium;"><span lang="en-US">FRI</span></span></sub><span style="font-size: medium;"><span lang="en-US"> was found based on the deviation of current periods of fire recurrence from the historical ones (Fig. 5).</span></span></span></p>
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<div id="attachment_2840" style="width: 927px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2840" loading="lazy" class="size-large wp-image-2840" src="https://jfsi.ru/wp-content/uploads/2020/03/fig5-917x1024.jpg" alt="Figure 5. Deviation of current fire regimes from the historical ones (in terms of fire frequency)" width="917" height="1024" srcset="https://jfsi.ru/wp-content/uploads/2020/03/fig5-917x1024.jpg 917w, https://jfsi.ru/wp-content/uploads/2020/03/fig5-134x150.jpg 134w, https://jfsi.ru/wp-content/uploads/2020/03/fig5-269x300.jpg 269w, https://jfsi.ru/wp-content/uploads/2020/03/fig5-768x858.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/fig5.jpg 1200w" sizes="(max-width: 917px) 100vw, 917px" /><p id="caption-attachment-2840" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 5.</strong> Deviation of current fire regimes from the historical ones (in terms of fire frequency)</span></p></div>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Analysis of the deviation of current fire regimes from historical values showed that there were significant changes in fire frequency on the territories located in the foothills of the reserve in close proximity to the Ilych river, as well as in the considerable part of the Yakshinsky and northern part of the Kurinsky forest districts. Notably, this deviation means the reduction of fire frequency, which may affect the biodiversity of vegetation. According to Russian scientists, in the absence of fires the study area will become dominated by dark coniferous forests, and meadow flora will gradually decrease, which will lead to a certain decline in the vegetation diversity (Smirnova et al., 2015). Mountainous areas of the reserve were little affected by changes in the fire regime.</span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>CONCLUSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK26"></a><a style="color: #000000;" name="OLE_LINK25"></a> <span style="font-size: medium;"><span lang="en-US">We obtained and analyzed the maps of current and historical fire regimes of the Pechora-Ilych </span></span><span style="font-size: medium;"><span lang="en-US">Nature</span></span><span style="font-size: medium;"><span lang="en-US"> reserve and its surroundings within the framework of the study. The chosen methodological approach allowed us not only to determine the features of fire regimes of spatial units with different physical and geographical characteristics, but also to identify changes in fire regimes in the historical aspect.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK56"></a><a style="color: #000000;" name="OLE_LINK55"></a><a style="color: #000000;" name="OLE_LINK54"></a><a style="color: #000000;" name="OLE_LINK53"></a><a style="color: #000000;" name="OLE_LINK58"></a><a style="color: #000000;" name="OLE_LINK57"></a><a style="color: #000000;" name="OLE_LINK60"></a><a style="color: #000000;" name="OLE_LINK59"></a><a style="color: #000000;" name="OLE_LINK34"></a><a style="color: #000000;" name="OLE_LINK33"></a><a style="color: #000000;" name="OLE_LINK32"></a><a style="color: #000000;" name="OLE_LINK37"></a><a style="color: #000000;" name="OLE_LINK36"></a><a style="color: #000000;" name="OLE_LINK35"></a> <span style="font-size: medium;"><span lang="en-US">Analysis of historical fire regimes showed that for the majority of the territory the period of fire recurrence was less than 200 years with low or mixed severity. An exception is the mountainous part of the Pechora-Ilych </span></span><span style="font-size: medium;"><span lang="en-US">Nature</span></span><span style="font-size: medium;"><span lang="en-US"> reserve with a long period of fire recurrence. Current fire regimes of both the protected area and the investigated forest districts are characterized by long periods of fire recurrence. The changes in fire regimes are largely caused by anthropogenic factors – after the territory had been designated as protected area, the direct impact of economic activity was excluded, the periods of fire recurrence became longer. Moreover, increased periods of fire recurrence in the territory of forest districts may be a sign of timely detection and extinguishing of forest fires by the aviation forest protection service.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The assessment of the FRCC and potential risks to ecosystems showed that the current fire regimes of the majority of the study territory are within their historical values, therefore, the risks of loss of key ecosystem components are minimal.</span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><b>ACKNOWLEDGEMENTS</b></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The research was carried out with financial support from the Russian Foundation for Basic Research (project No. 17-05-00300), as well as within the framework of the state assignment АААА-А18-118052400130-7 &#171;Methodological approaches to the assessment of the structural organization and functioning of forest ecosystems&#187;. </span></span></p>
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<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_GoBack"></a> <span style="font-size: medium;"><b>REFERENCES</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Agee J.K., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Fire ecology of Pacific Northwest forests</i></span></span><span style="font-size: medium;"><span lang="en-US">, Island Press, Washington, D.C. 1993, 493 pp.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Alejjnikov A.A., Tjurin A.V., Simakin L.V., Efimenko A.S., Laznikov A.A., Istorija pozharov v temnokhvojjnykh lesakh Pechoro-Ilychskogo zapovednika so vtorojj poloviny XIX veka po nastojashhee vremja (The history of fires in dark coniferous forests of the Pechora-Ilych Reserve from the second half of the XIX century to the present), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Sibirskijj lesnojj zhurnal</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, No. 6, pp. 31-42.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Barrett S.W., Havlina D., Jones J., Hann W., Frame C., Hamilton D., Schon K., Demeo T., Hutter L., Menakis J., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Interagency Fire Regime Condition Class Guidebook</i></span></span><span style="font-size: medium;"><span lang="en-US">, Version 3.0., 2010, URL: https://www.landfire.gov/frcc/frcc_guidebooks.php (July 23, 2018).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Drobyshev I., Niklasson M., Angelstam P., Majewski P., Testing for anthropogenic influence on fire regime for a 600-year period in the Jaksha area, Komi republic, East European Russia, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Canadian Journal of Forest Research</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2004, Vol. 34, No. 10, P. 2027-2036.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Furyaev V.V., Kurbatskij N.P., Buzykin A.I., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Rol&#8217; pozharov v processe lesoobrazovaniya </i></span></span><span style="font-size: medium;"><span lang="en-US">(The role of fires in the process of forest formation)</span></span><span style="font-size: medium;"><span lang="en-US"><i>,</i></span></span> <span style="font-size: medium;"><span lang="en-US">Novosibirsk:</span></span><span style="font-size: medium;"><span lang="en-US"> Nauka, 1996, 252 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Gavrilyuk E.A., Plotnikova A.S., Plotnikov D.E., Kartografirovanie nazemnyx e&#8217;kosistem Pechoro-Ilychskogo zapovednika i ego okrestnostej na osnove vosstanovlennyx mul&#8217;tivremennyx sputnikovyx dannyx Landsat (Mapping of terrestrial ecosystems of the Pechora-Ilychsky Reserve and its surroundings based on reconstructed multi-time Landsat satellite data), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Sovremennye problemy distancionnogo zondirovaniya Zemli iz kosmosa</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2018, Vol. 15, No. 5, pp. 141-153.</span></span></span></p>
<p lang="da-DK" align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">LANDFIRE Program, URL: https://www.landfire.gov (2019, 19 June).</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Lavrenko A.N., Ulle Z.G., Serditov N.P., </span></span><span style="font-size: medium;"><span lang="da-DK"><i>Flora Pechoro-Ilychskogo biosfernogo zapovednika</i></span></span><span style="font-size: medium;"><span lang="da-DK">, Saint Petersburg: Nauka, 1995, 255 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Lupyan E.A., Ershov D.V., Bartalev S.A., Isaev A.S., Informacionnaya sistema distancionnogo monitoringa lesnyx pozharov i ix posledstvij: rezul&#8217;taty poslednego desyatiletiya i perspektivy (Information System for Remote Monitoring of Forest Fires and Their Consequences: the Results of the Last Decade and Prospects), </span></span><span style="font-size: medium;"><span lang="da-DK"><i>Pyataya Vserossijskaya nauchnaya konferenciya “Ae&#8217;rokosmicheskie metody i geoinformacionnye texnologii v lesovedenii i lesnom xozyajstve”</i></span></span><span style="font-size: medium;"><span lang="da-DK"> (5</span></span><sup><span style="font-size: medium;"><span lang="da-DK">th</span></span></sup><span style="font-size: medium;"><span lang="da-DK"> All-Russia Science Conference), Moscow, 22-24 April 2013, Moscow: CE&#8217;PL RAN, 2013, pp. 40-43.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Melexov I.S., </span></span><span style="font-size: medium;"><span lang="da-DK"><i>Lesovedenie </i></span></span><span style="font-size: medium;"><span lang="da-DK">(Forest studies)</span></span><span style="font-size: medium;"><span lang="da-DK"><i>,</i></span></span><span style="font-size: medium;"><span lang="da-DK"> Moscow: Lesnaya promyshlennost&#8217;, 1980, 406 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Plotnikova A.S., Ershov D.V., Shulyak P.P., Analiz statistiki pozharov v lesnom rajone dlya obosnovaniya vybora prostranstvennoj edinicy pri kartografirovanii pozharnyx rezhimov Rossii (Analysis of the statistics of fires in the forest area to justify the choice of spatial units in the mapping of fire regimes in Russia), Shestaya Vserossijskaya nauchnaya konferenciya </span></span><span style="font-size: medium;"><span lang="da-DK"><i>“Ae&#8217;rokosmicheskie metody i geoinformacionnye texnologii v lesovedenii, lesnom xozyajstve i e&#8217;kologi</i></span></span><span style="font-size: medium;"><span lang="da-DK">i” (6</span></span><sup><span style="font-size: medium;"><span lang="da-DK">th</span></span></sup><span style="font-size: medium;"><span lang="da-DK"> All-Russia Science Conference), Moscow, 20-22 April 2013, Moscow: CE&#8217;PL RAN, 2016, pp. 206-207.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Plotnikova A.S., </span></span><span style="font-size: medium;"><span lang="da-DK">Kh</span></span><span style="font-size: medium;"><span lang="da-DK">aritonova A.O., Ershov D.V., Metodologiya dinamicheskogo geoinformacionnogo kartografirovaniya pozharnyx rezhimov lesnyx ekosistem na lokal&#8217;nom urovne (The method aimed at dynamic forest fire regimes mapping over the local area), </span></span><span style="font-size: medium;"><span lang="da-DK"><i>Sed&#8217;maya Vserossijskaya nauchnaya konferenciya “Ae&#8217;rokosmicheskie metody i geoinformacionnye texnologii v lesovedenii, lesnom xozyajstve i ekologii”</i></span></span><span style="font-size: medium;"><span lang="da-DK"> (7</span></span><sup><span style="font-size: medium;"><span lang="da-DK">th</span></span></sup><span style="font-size: medium;"><span lang="da-DK"> All-Russia Science Conference), Moscow, 22-24 April 2019, Moscow: CEPL RAN, 2019, pp. 168-170.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="OLE_LINK66"></a><a style="color: #000000;" name="OLE_LINK65"></a><a style="color: #000000;" name="OLE_LINK64"></a><a style="color: #000000;" name="OLE_LINK63"></a> <span style="font-size: medium;"><span lang="da-DK">Plotnikova A.S., </span></span><span style="font-size: medium;"><span lang="da-DK">Kh</span></span><span style="font-size: medium;"><span lang="da-DK">aritonova A.O., Ershov D.V., Metod opredeleniya pozharnyx rezhimov lesnyx ekosistem na lokal&#8217;nom urovne (Method for determining fire regimes of forest ecosystems at the local level), Vserossijskaya nauchnaya konferenciya “Nauchnye osnovy ustojchivogo upravleniya lesami” (All-Russia Science Conference), Moscow, 30 October &#8212; 1 November 2018, Moscow: CEPL RAN, 2018, pp. 88-89.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="da-DK">Plotnikova A.S., </span></span><span style="font-size: medium;"><span lang="da-DK">Kh</span></span><span style="font-size: medium;"><span lang="da-DK">aritonova A.O., Vydelenie granic vodosbornyx bassejnov rek na lokal&#8217;nom prostranstvennom urovne (Identifocation of drainage basin borders at local spatial level), </span></span><span style="font-size: medium;"><span lang="da-DK"><i>Electronic scientific journal</i></span></span><span style="font-size: medium;"><span lang="da-DK"> “</span></span><span style="font-size: medium;"><span lang="da-DK"><i>Forest science issues</i></span></span><span style="font-size: medium;"><span lang="da-DK">”, 2018, Vol. 1, No. 1. available at: </span></span><span lang="zxx"><a class="western" style="color: #000000;" href="https://jfsi.ru/1-1-2018-plotnikova_kharitonova/"><span style="font-size: medium;"><span lang="da-DK">https://jfsi.ru/1-1-2018-plotnikova_kharitonova/</span></span></a></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Price K., Daust D., The frequency of stand-replacing natural disturbance in the CIT area, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Report for the Coastal Information Team</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2003.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Schmidt K. M., Menakis J.P., Hardy C.C. et al., Development of coarse-scale spatial data for wildland fire and fuel management, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Gen. Tech. Rep. RMRS-GTR-87,</i></span></span><span style="font-size: medium;"><span lang="en-US"> Fort Collins, CO: US Department of Agriculture, Forest Service, Rocky Mountain Research Station, 2002, Vol. 87, 41 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Sheshukov M.A., Brusova E.V., Pozdnyakova V.V., Sovremennye pozharnye rezhimy v lesax Dal&#8217;nego Vostoka (Modern fire regimes in the forests of the Far East), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesovedenie</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2008, No. 4, pp. 3-9.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Shvidenko A.Z., Shhepashhenko D.G., Klimaticheskie izmeneniya i lesnye pozhary v Rossii (Climate change and forest fires in Russia), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesovedenie</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2013, No. 5, pp. 50-61.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Shvidenko A.Z., Shhepashhenko D.G., Vaganov E.A. i dr., Vliyanie prirodnyx pozharov v Rossii 1998-2010 gg. na e&#8217;kosistemy i global&#8217;nyj uglerodnyj byudzhet (The impact of wildfires in Russia 1998-2010 on ecosystems and the global carbon budget), DAN, 2011, Vol. 441, No. 4, pp. 544-548.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Smirnova O.V., Shevchenko N.E., Smirnov N.S. Ocenka poter&#8217; floristicheskogo raznoobraziya v osnovnyx tipax temnoxvojnyx lesov v verxov&#8217;yax reki Pechory (Estimation of the loss of floristic diversity in the main types of dark-coniferous forests in the upper reaches of the Pechora River), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Trudy Pechoro-Ilychskogo gos. Zapovednika</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2015, pp. 147-153.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Teplova V.P., Xarakteristika nekotoryx gidroklimaticheskix pokazatelej i yavlenij v ravninnom rajone Pechoro-Ilychskogo zapovednika (Characteristics of some hydroclimatic indicators and phenomena in the flat region of the Pechora-Ilychsky Reserve), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Trudy Pechoro-Ilychskogo gos. Zapovednika</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2010, pp. 178-188.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Valendik E&#8217;.N., Ivanova G.A., Pozharnye rezhimy v lesax Sibiri i Dal&#8217;nego Vostoka (Fire regimes in the forests of Siberia and the Far East), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesovedenie</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2001, No. 4, pp. 69-76.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Val&#8217;ter G., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Rastitel&#8217;nost&#8217; zemnogo shara, E&#8217;kologo-fiziologicheskaya xarakteristika </i></span></span><span style="font-size: medium;"><span lang="en-US">(The vegetation of the globe, Ecological and physiological characteristics), Vol. 2: Lesa umerennoj zony</span></span><span style="font-size: medium;"><span lang="en-US"><i>,</i></span></span><span style="font-size: medium;"><span lang="en-US"> Val&#8217;ter Genrix, Moscow: Progress, 1974, 424 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Varsanof&#8217;eva V.A., Geologicheskoe stroenie territorii Pechoro-Ilychskogo gosudarstvennogo zapovednika (Geological structure of the Pechora-Ilychsky State Reserve), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Trudy Pechorsko-Ilychskogo gosudarstvennogo zapovednika (Trudy of the Pechora-Ilych State Reserve),</i></span></span><span style="font-size: medium;"><span lang="en-US"> 1940, Vol. 1, pp. 5-214.</span></span></span></p>
</div>
<p><span style="color: #000000;"><span style="font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US"><b>Reviewer</b></span></span><span style="font-size: medium;"><span lang="en-US">: PhD in technology,</span></span> </span><span style="font-family: Times New Roman, serif;"><span style="font-size: medium;"><span lang="en-US"><span style="font-family: times new roman, times, serif;">research officer F.V. Stytsenko</span> </span></span></span></span></p>
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		<title>Possibility of assessing the renewal of forest vegetation after clear fellings using landsat satellite data (evidence from Bryansk polesie)</title>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 E.I. Belova, D.V. Ershov, published in Forest Science Issues Vol. 2, No. 4, pp. 1-20 E.I. Belova*, D.V. Ershov Center&#46;&#46;&#46;]]></description>
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<p style="text-align: left;"><a href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Belova_Ershov.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span lang="de-DE">Original Russian Text </span></span><span style="font-size: small;"><span lang="en-US">© 2019</span></span> <span style="font-size: medium;"><span lang="sv-SE">E.I. Belova, D.V. Ershov</span></span><span style="font-size: small;"><span lang="en-US">, published in Forest Science Issues Vol. 2, No. 4, pp. 1-</span></span><span style="font-size: small;"><span lang="en-US">20</span></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="sv-SE"><b>E.I. Belova*, D.V. Ershov</b></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><i>Center for Forest Ecology and Productivity of the RAS</i></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><i>Profsoyuznaya st. 84/32 bldg. 14, Moscow, 117997, Russia</i></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">E-mail: belova@ifi.rssi.ru</span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Received 23 September 2019</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">This paper considers remote sensing estimation of forest renewal in Suzemskoye forestry, Bryansk oblast. The objective was to study the possibility of assessing forest renewal on clear fellings through planting forest crops using the time series of vegetation indexes (NDVI and SWVI). The time series consists of cloud-free summer composite images based on Landsat data from 2002–2015. We used 2003 forest management plans and taxational descriptions of Kholmchenskoye forestry division which is part of Suzemskoye forestry as reference data. As a result, a linear relationship was obtained between the values of vegetation indexes, their time dynamics, and forest taxational characteristics (forest type, species composition, and age group). This enabled 80.1%-accurate detection of the forests regeneration if Steklyanskoye, Krasnoslobodskoye and Kokorevskoye forestry divisions, which are part of Suzemskoye forestry of Bryansk oblast. These forests were renewed after clear fellings. The results of this study can be used in practical forest management where the issue of monitoring reforestation and afforestation activities is highly relevant.</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Key words: </b></span></span><span style="font-size: medium;"><span lang="en-US"><i>reforestation, time series, vegetation indexes, NDVI, SWVI</i></span></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Modern forest management practices are based on the principles of sustainable forest management, which presuppose the availability of up-to-date operational knowledge about the forest condition. The forest management materials are the main source of data on forests. In the European part of the Russian Federation, forest management works are carried out every 10–15</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">years (Order of the Ministry of natural resources&#8230;, 2018). However, in the case of intensive forest management where the main anthropogenic load on forests as a natural resource is felling for harvesting wood, this interval of updating forest taxation materials may be too long.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">In accordance with the Forest Code of the Russian Federation, such felling is allowed only with subsequent reforestation of these areas (Forest Code&#8230;, 2006). Forest renewal shall be effected by way of natural, artificial and combined forest recreation (Forest code&#8230;, 2006). According to the Rules of reforestation, the forest plots subjected to artificial or combined reforestation are usually considered forested land when forest plants reach the parameters of the dominant forest species in terms of age, number of trees, and height. For example, for the common pine, the age is 9 years (Order of the Ministry of Natural Resources&#8230;, 2016). In case of 15-years-long intervals of forest management fieldwork the data lose their relevance. Therefore, monitoring reforestation activities, both natural and through forest crops planting, as well as updating forest taxation materials and forest maps require an independent way of assessing the state of stands on clear fellings between forest management works.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Such a method can use remote data that are publicly available, e.g. Landsat data (NASA, USA) etc. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Currently, there is a huge number of studies looking into vegetation dynamics based on satellite data. Some major projects are Global Forest Change (GFC) (Hansen 2013) and The Global Land Analysis and Discovery (GLAD) (Potapov 2015). These projects use data from Landsat satellites with a medium spatial resolution equaling to 30 m to analyze the changes in vegetation cover. There is also a huge time-series data archive (for over 30 years).</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">These projects resulted in creating satellite thematic products that reflect forest area growth and reduction. Assessment accuracy of the above characteristics was 87% for reduction and 76% for growth of forest cover according to GFC, and over 90% according to GLAD products.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">At the same time, these products also have a number of disadvantages:</span></span></p>
<ol>
<li>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">GFC project has only the data on total increment as of 2012;</span></span></p>
</li>
<li>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">GLAD project has been implemented in Eastern Europe;</span></span></p>
</li>
<li>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">they are not related</span></span><span style="font-size: medium;"><span lang="en-US"> to the Russian forest management.</span></span></span></p>
</li>
</ol>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The first research attempts in this area were carried out by the authors of this article in 2014 for the forests of Krasnoyarsk krai (Belova et al., 2015). This article continues the research on the possibility of detecting the overgrowth of the felling areas by young trees in Krasnoyarsk krai. The main </span></span><span style="font-size: medium;"><span lang="en-US"><b>objective</b></span></span><span style="font-size: medium;"><span lang="en-US"> of this paper is to study the possibility of remote assessment of forest renewal in clear fellings through planting forest crops and creating an automated method based on the knowledge obtained. The results of the work are useful for the entire forestry practice in terms of improving the methods of state monitoring of forest reproduction.</span></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><b><span lang="en-US">MATERIALS</span><i> </i><span lang="en-US">AND METHODS</span></b></span></p>
<p align="CENTER"><span lang="en-US" style="font-family: 'times new roman', times, serif; color: #000000; font-size: 12pt;"><b>Region of study</b></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The territory of Suzemskoye forestry located in the south-west of Bryansk region was selected as a test plot. This is the area of coniferous-deciduous (mixed) forests of the European part of the Russian Federation. As in the entire European part of Russia, forestry activity in the Suzemskyoe forestry is intensive. Reforestation is carried out mainly through planting forest crops. According to the data provided by the Russian Statistics Agency as of 2012, reforestation amounted to 3.453 ha, of which 3.138 ha were artificially restored. Pine and spruce are the species mostly planted in the fellings. Natural restoration of vegetation happens rarely here in contrast to the forests of the Western and Eastern Siberia. Pine, spruce, birch and oak, less often – black alder and aspen are the main forest-forming species of the test plot.</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kholmchenskoye </span></span><span style="font-size: medium;"><span lang="en-US">forestry division</span></span><span style="font-size: medium;"><span lang="en-US">, which is part of Suzemskoye forestry, was chosen for the study.</span></span></span></p>
<h2 class="western" align="CENTER"><span lang="en-US" style="font-family: 'times new roman', times, serif; color: #000000; font-size: 12pt;"><b>Baseline data</b></span></h2>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Ground reference data were used for the study, i.e. forest management plans and taxational descriptions of the selected district as of 2003.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Below are the main taxation characteristics that we used in our work: plot area, species composition, forest age and type.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Time series of summer cloud-free composite satellite images were used as remote data. Composite images were constructed based on Landsat-5/7/8 data for 2002–2015 (Belova et al., 2011). The time series is not continuous. No summer composite images for 2003, 2004, and 2012 were built due to the lack of the required amount of satellite data (images). Each composite image consists of three spectral bands, i.e. red (630–690 nm), near-infrared (770–900 nm), and mid-infrared (1.550–1.750 nm), spatial resolution is 30 m.</span></span></p>
<p style="text-align: center;" align="JUSTIFY"><span lang="en-US" style="font-family: 'times new roman', times, serif; color: #000000; font-size: 12pt;"><b>Methods</b></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Using composite images for each year from the time series, we calculated the vegetation indexes NDVI (Normalized Difference Vegetation Index) and SWVI (Shortwave Vegetation Index) (1, 2):</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">NDVI = (NIR−RED)/(NIR+RED), (1)</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">SWVI=(NIR-SWIR)/(NIR+SWIR), (2)</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">where RED is the red spectral band (630–690 nm);</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">NIR is the near-infrared spectral band (770–990 nm); and </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">SWIR is the mid-infrared spectral channel (1.550–1.750 nm).</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">According to the forest management plan and taxational descriptions, plots with the following land categories were selected for the territory of Kholmchenskoye </span></span><span style="font-size: medium;"><span lang="en-US">forestry division</span></span><span style="font-size: medium;"><span lang="en-US">: closed forest crops of different age and composition; crops at the recovery stage (not yet closed at the time of taxation) of different composition and age, as well as felling sites of different time ranges. The plots with closed forest crops were divided into 3 classes according to the composition: spruce, pine, and deciduous trees. The class of deciduous trees included the plots with oak, aspen or birch.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">For further work, the plots were filtered by area. The minimum area was assumed to be 1 ha, which corresponds to a 9-pixel image fragment. 800 plots were selected in total. The boundaries of the areas were vectorized. To exclude the influence of bordering pixels, the spectral brightness of which is formed not only from the brightness of the vegetation inside the plot, but also from the brightness of vegetation on its border, each plot was provided with a buffer zone inside, as large as one pixel (Fig. 1). All pixels of each plot, except for the buffer zone, were considered as a single spatial study object.</span></span></p>
<div id="attachment_2805" style="width: 697px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2805" loading="lazy" class="size-full wp-image-2805" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_1.jpg" alt="Example of a plot with a buffer zone inside" width="687" height="410" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_1.jpg 687w, https://jfsi.ru/wp-content/uploads/2020/03/figure_1-150x90.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_1-300x179.jpg 300w" sizes="(max-width: 687px) 100vw, 687px" /><p id="caption-attachment-2805" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 1</strong>. Example of a plot with a buffer zone inside</span></p></div>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">For each plot, average values of vegetation indexes for each year were calculated for each plot (3):</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">𝑀<sub>𝑥</sub>=(Σ<sub>1</sub><sup>n</sup>x<sub>i</sub>)/n, (3), (3)</span></span></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">where </span></span><span style="font-size: medium;"><span lang="en-US"><i>x</i></span></span><span style="font-size: medium;"><span lang="en-US"> stands for the vegetation index value of the </span></span><span style="font-size: medium;"><span lang="en-US"><i>i</i></span></span><span style="font-size: medium;"><span lang="en-US"> pixel inside the plot;</span></span></span></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><i>n</i></span></span><span style="font-size: medium;"><span lang="en-US"> is the number of pixels in the plot; and</span></span></span></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><i>i</i></span></span><span style="font-size: medium;"><span lang="en-US"> is the pixel number in the plot.</span></span></span></p>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Next, the accumulated average values of vegetation indexes for each year were determined for each plot (4). These values were placed in a two-dimensional SWVI–NDVI space to obtain a set of accumulated curves that characterize the state of vegetation in each plot.</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">V<sub>годi</sub>=Σ<sup>i</sup><sub>2002</sub>(M<sub>x</sub>)<sub>i</sub>, i=2002, 2005, 2006&#8230;2015, (4)</span></span></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">where </span></span><span style="font-size: medium;"><span lang="en-US"><i>i</i></span></span><span style="font-size: medium;"><span lang="en-US"> is the year; </span></span></span></p>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">– average vegetation index value in the plot for the i-year. </span></span></p>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">For example, for 2007, the accumulated average values of vegetation indexes for the plot are as follows:</span></span></p>
<p align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-US"> <img loading="lazy" class="size-full wp-image-2694 aligncenter" src="https://jfsi.ru/wp-content/uploads/2019/12/Untitled-3.png" alt="" width="577" height="80" srcset="https://jfsi.ru/wp-content/uploads/2019/12/Untitled-3.png 577w, https://jfsi.ru/wp-content/uploads/2019/12/Untitled-3-150x21.png 150w, https://jfsi.ru/wp-content/uploads/2019/12/Untitled-3-300x42.png 300w" sizes="(max-width: 577px) 100vw, 577px" /></span></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Figure 2 shows accumulated curves for nine plots. </span></span></p>
<div id="attachment_2806" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2806" loading="lazy" class="size-large wp-image-2806" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_2-1024x609.jpg" alt="Accumulated average values of vegetation indexes for each year in the SWVI–NDVI two-dimensional space" width="1024" height="609" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_2-1024x609.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_2-150x89.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_2-300x179.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_2-768x457.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_2.jpg 1630w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2806" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 2.</strong> Accumulated average values of vegetation indexes for each year in the SWVI–NDVI two-dimensional space</span></p></div>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><b><span lang="en-US">RESULTS AND DISCUSSION</span></b></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The relation of the accumulated values of vegetation indexes of forest crops in fellings is linear (Fig. 2), and the state of the vegetation on a plot can be characterized by the slope angle of the linear function: . The greater the angle of slope, the higher the probability that woody vegetation is either absent in the selection, or isn’t closed. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The restored links made it possible to calculate the threshold values of the slope angle for closed forest crops (without breaking down by breed composition). To do this, the following equation was solved:</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;">Y = A × X + B, где B = 0, (7)</span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">As a result:</span></span></p>
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">A = 1.829, R<sup>2</sup> = 0.976</span></p>
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">CKO = 0.126,</span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">As is seen from the graph (Fig. 3), most points belonging to the accumulated curves of the plots with closed forest crops lie within the interval . Thus, this interval which is the reference sector allows repeated determination of the state of vegetation on fellings where reforestation was carried out at any time using current data from the Landsat satellite.</span></span></p>
<p style="text-align: center;" align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;">Y = A × X, (8)</span></p>
<p style="text-align: center;" align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;">Y = (A + 2CKO) × X, (9)</span></p>
<p style="text-align: center;" align="RIGHT"><span style="color: #000000; font-family: times new roman, times, serif;">Y = (A &#8212; 2CKO) × X, (10)</span></p>
<div id="attachment_2807" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2807" loading="lazy" class="size-large wp-image-2807" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_3-1024x625.jpg" alt="A set of accumulated curves (indicated by points) for all the plots of the test area" width="1024" height="625" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_3-1024x625.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_3-150x92.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_3-300x183.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_3-768x469.jpg 768w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2807" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 3.</strong> A set of accumulated curves (indicated by points) for all the plots of the test area</span></p></div>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Studies have also shown that the slope angle of the linear function depends neither on the species composition of the stands, nor on the age of stands, nor the forest type (Fig. 4). The values of the linear regression coefficient </span><span lang="en-US"><i>A</i></span><span lang="en-US"> for different tree species are close, therefore the proposed method cannot be used to determine the species and the age of the restored forest crop.</span></span></p>
<p><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><img loading="lazy" class="aligncenter size-large wp-image-2808" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a-1024x506.jpg" alt="" width="1024" height="506" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a-1024x506.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a-150x74.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a-300x148.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a-768x380.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_a.jpg 1461w" sizes="(max-width: 1024px) 100vw, 1024px" /> <img loading="lazy" class="aligncenter size-large wp-image-2809" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b-1024x506.jpg" alt="" width="1024" height="506" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b-1024x506.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b-150x74.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b-300x148.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b-768x379.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_b.jpg 1490w" sizes="(max-width: 1024px) 100vw, 1024px" /></span></span></p>
<div id="attachment_2810" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2810" loading="lazy" class="size-large wp-image-2810" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c-1024x500.jpg" alt="Set of accumulated curves (shown by points): a) closed pine crops by age groups; b) closed deciduous crops by age groups; c) closed spruce crops by age groups" width="1024" height="500" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c-1024x500.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c-150x73.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c-300x146.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c-768x375.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_4_c.jpg 1518w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2810" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 4.</strong> Set of accumulated curves (shown by points): a) closed pine crops by age groups; b) closed deciduous crops by age groups; c) closed spruce crops by age groups</span></p></div>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><b>Validation of the results obtained</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Test plots of Steklyanskoye, Krasnoslobodskoye and Kokorevskoye forestry divisions (which are included into Suzemskoye forestry) were selected for the assessment of the method using the </span></span><span style="font-size: medium;"><span lang="en-US"><i>A</i></span></span><span style="font-size: medium;"><span lang="en-US"> coefficient threshold values that were based on the analysis of the vegetation indexes of plots of Kholmchenskoye forestry division. </span></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Based on the forest taxation data of year 2003, 549 plots were selected, each being over 1 ha in size with closed crops of different age and composition, as well as with non-closed crops of different age and composition, which resulted from felling of different time ranges. Like in Kholmchenskoye forestry division, each plot here contained a buffer zone, excluded from the subsequent analysis, in order to eliminate the influence of the brightness of the plot’s border pixels. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Summer cloud-free composite images for years 2002–2015 were built for the territory of the forestry subdivisions. NDVI and SWVI vegetation indexes (1, 2) were calculated for the same period.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Using the formula (3), annual average values of vegetation indexes were calculated for each of the 549 plots. Then, accumulated curves were constructed for each plot using the formula (4). </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Due to the absence of summer composite images in 2003 and 2004, the plots classification was carried out using satellite images made in 2005, as the closest year to the date of forest management materials. Based on the obtained threshold values of the linear regression coefficient of Kholmchenskoye forestry division, we classified 549 plots into the following classes: 1) closed crops of different species composition and age; 2) non-closed crops and fellings. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">We compared the results of the classification with the taxational descriptions of these forestry divisions. The comparison results are shown in Table 1.</span></span></p>
<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Table 1.</b></span></span><span style="font-size: medium;"><span lang="en-US"> Verification of classification results</span></span></span></p>
<table border="1" width="491" cellspacing="0" cellpadding="7">
<colgroup>
<col width="315" />
<col width="71" />
<col width="61" /> </colgroup>
<tbody>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Total number of plots</span></span></p>
</td>
<td colspan="2" bgcolor="#ffffff" width="146">
<p align="JUSTIFY"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;">549</span></p>
</td>
</tr>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Accurate classification</span></span></p>
</td>
<td bgcolor="#ffffff" width="71">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;">440</span></p>
</td>
<td bgcolor="#ffffff" width="61">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">80<span lang="en-US">.</span>1%</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Classification errors</span></span></p>
</td>
<td bgcolor="#ffffff" width="71">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;">109</span></p>
</td>
<td bgcolor="#ffffff" width="61">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">19<span lang="en-US">.</span>9%</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Of which the errors of:</span></span></p>
</td>
<td bgcolor="#ffffff" width="71"></td>
<td bgcolor="#ffffff" width="61"></td>
</tr>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">&#8212; <span lang="en-US">kind 1</span> (<span lang="en-US">missed target</span>)</span></span></p>
</td>
<td bgcolor="#ffffff" width="71">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;">82</span></p>
</td>
<td bgcolor="#ffffff" width="61">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">75<span lang="en-US">.</span>2%</span></span></p>
</td>
</tr>
<tr valign="TOP">
<td bgcolor="#ffffff" width="315">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">&#8212; <span lang="en-US">kind 2</span> (<span lang="en-US">false alarm</span>)</span></span></p>
</td>
<td bgcolor="#ffffff" width="71">
<p align="CENTER"><span style="font-size: small; font-family: times new roman, times, serif; color: #000000;">27</span></p>
</td>
<td bgcolor="#ffffff" width="61">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;">24<span lang="en-US">.</span>8%</span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Error analysis has shown that classification accuracy of the reforestation state depends on the plot area (Fig. 5), as the maximum number of errors occurred on the plots with an area under 2 ha. This is probably due to the spatial resolution of the Landsat satellite (30 meters or 0.09 ha), which generates images of plots, smaller than 2 ha with many </span></span><span style="font-size: medium;"><span lang="en-US"><i>mixed</i></span></span><span style="font-size: medium;"><span lang="en-US"> pixels at the forest – non-forest border. Using Sentinel-2 satellite images (10–20 m) might probably reduce the magnitude of error for reforestation sites, smaller than 2 ha.</span></span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><b>Comparison of the obtained results with previous studies</b></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The authors of the article carried out similar studies on the territory of Usolskoye and Chunskoye forestries of Krasnoyarsk krai (Belova et al., 2015), where natural forest restoration prevails in contrast to Suzemskoye forestry of Bryansk oblast. According to the data of the Federal State Agency for 2012, artificial restoration in Krasnoyarsk krai was observed on 7.217 ha, whereas natural restoration was observed on 49.832 ha.</span></span></p>
<div id="attachment_2811" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2811" loading="lazy" class="size-large wp-image-2811" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_5-1024x501.jpg" alt="Distribution of classification errors by plot areas" width="1024" height="501" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_5-1024x501.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_5-150x73.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_5-300x147.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_5-768x376.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_5.jpg 1506w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2811" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 5.</strong> Distribution of classification errors by plot areas</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">As the graph (Fig. 6) shows, the range of values of the linear regression coefficient </span></span><span style="font-size: medium;"><span lang="en-US"><i>A </i></span></span><span style="font-size: medium;"><span lang="en-US">for the reforestation sites in Krasnoyarsk krai is wider than for the test plots of Bryansk oblast. This may be due either to different forest growing conditions, or to differing species composition in these forests. Therefore, the linear regression coefficient </span></span><span style="font-size: medium;"><span lang="en-US"><i>A</i></span></span><span style="font-size: medium;"><span lang="en-US"> is variable and depends on the forest’s geographical location, the type of forest conditions, the species composition of stands, etc.</span></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Also, our research in Krasnoyarsk krai has shown when validating the results that the main sources of classification errors were the plots subjected to reforestation activities. Most likely, this is due to the fact that the region is dominated by natural vegetation restoration on fellings, that is why forest crops containing plots were excluded from the sample when solving the linear regression equation.</span></span></p>
<div id="attachment_2812" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2812" loading="lazy" class="size-large wp-image-2812" src="https://jfsi.ru/wp-content/uploads/2020/03/figure_6-1024x526.jpg" alt="Accumulated curves for the forest that restored naturally in Krasnoyarsk krai" width="1024" height="526" srcset="https://jfsi.ru/wp-content/uploads/2020/03/figure_6-1024x526.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/figure_6-150x77.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/figure_6-300x154.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/figure_6-768x395.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/figure_6.jpg 1996w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2812" class="wp-caption-text"><span style="color: #000000; font-family: times new roman, times, serif;"><strong>Figure 6.</strong> Accumulated curves for the forest that restored naturally in Krasnoyarsk krai</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Thus, for each type of landscape or forest area, it is necessary to determine the reference values of the linear regression coefficient </span></span><span style="font-size: medium;"><span lang="en-US"><i>A</i></span></span><span style="font-size: medium;"><span lang="en-US"> using the taxation materials for the time series of satellite images. The adjusted regression model can then be repeatedly used to detect closed crops in the fellings when monitoring forest vegetation.</span></span></span></p>
<p style="text-align: center;" align="JUSTIFY"><strong><span lang="en-US" style="font-family: 'times new roman', times, serif; color: #000000; font-size: 12pt;">CONCLUSIONS</span></strong></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">In the course of this research, forest management materials and a time series of Landsat cloud-free composite satellite images were studied and analyzed. The relationship was obtained between the dynamics of vegetation index values and the state of vegetation in clear fellings in the European part of Russia. This relationship characterizes the overgrowth of clear fellings during artificial reforestation. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The main conclusions drawn from this study: </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">1) this algorithm for analyzing the restoration dynamics of woody vegetation makes it possible to record the transition of the felling area from an unforested area to a forested one, both in case of natural and artificial restoration.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">2) the obtained reference values of the coefficient of the linear regression model may be repeatedly used during detecting the closure of forest crops in certain forest growing conditions.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">3) plots under 2 ha in size require other classification methods or satellite data with higher spatial resolution, since there’re over 70% of classification errors in case of Landsat model application.</span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">4) this algorithm is not sensitive to the species and age composition of the stands. Using this method, it is possible to record the transition of the felling area from an unforested area to a forested area without the possibility of assessing the species-age structure of the stand.</span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><b>ACKNOWLEDGEMENTS</b></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">The research was financed from a grant of the Russian Science Foundation (project No. 19-77-30015). The preparation and analysis of the thematic satellite images were carried out as part of research of the Center for Forest Ecology and Productivity of the RAS A18-118052590019-7). </span></span></p>
<p align="CENTER"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US"><b>REFERENCES</b></span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Belova E.I., Ershov D.V., Opyt ocenki estestvennogo lesovosstanovlenija na sploshnyh vyrubkah po vremennym rjadam LANDSAT (Assessing reforestation on clear cuts based on Landsat time series), </span><span lang="en-US"><i>Lesovedenie</i></span><span lang="en-US">, 2015, Vol. 5, pp. 339-345. </span></span></p>
<p align="JUSTIFY"><span style="font-size: medium; font-family: times new roman, times, serif; color: #000000;"><span lang="en-US">Belova E.I., Ershov D.V., Predvaritel&#8217;naja obrabotka vremennyh serij izobrazhenij Landsat-TM/ETM+ pri sozdanii bezoblachnyh kompozitnyh izobrazhenij mestnosti (Preprocessing Landsat TM/ETM+ data sets for creating cloud-free composite imagery), </span><span lang="en-US"><i>Sovremennye problemy distancionnogo zondirovanija Zemli iz kosmosa</i></span><span lang="en-US">, 2011, Vol. 8, No. 1, pp. 73-82.</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">http://www.consultant.ru/document/cons_doc_LAW_296757/77e0bc4c1b732cffc4ef23c2113effb964769f33/</span><span lang="en-US"> (2019, 28 August)</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">http://www.consultant.ru/document/cons_doc_LAW_64299/710f2a2a776bb8cff9e204556177d7cb26f79dee/</span><span lang="en-US"> (2019, 28 August)</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">http://www.consultant.ru/document/cons_doc_LAW_207285/4f0faeaf51f7cf71d1e928c355da9b3db3d3545d/</span><span lang="en-US"> (2019, 28 August)</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">http://www.gks.ru/wps/wcm/connect/rosstat_main/rosstat/ru/statistics/environment/#</span><span lang="en-US"> (2019, 28 August)</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">Hansen M.C., Potapov P.V., Moore R., Turubanova S.A., Tyukavina A., Thau D., Stehman S.V., Goetz S.J., Loveland T R., Kommareddy A., Egorov A., Chini L., Justice C.O., Townshend J.R.G., High Resolution Global Maps of 21st Century Forest Cover Change, </span><span lang="en-US"><i>Science</i></span><span lang="en-US">, 2013, Vol. 342, pp. 850-853.</span></span></p>
<p class="western"><span style="font-family: times new roman, times, serif; font-size: 12pt; color: #000000;"><span lang="en-US">Potapov P.V., Turubanova S.A., Tyukavina A., Krylov A.M., McCarty J L., Radeloff V. C., Hansen M.C, Eastern Europe&#8217;s forest cover dynamics from 1985 to 2012 quantified from the full Landsat archive, </span><span lang="en-US"><i>Remote Sensing of Environment</i></span><span lang="en-US">, 2015, Vol. 159, pp. 28-43</span><span lang="en-US">.</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Reviewer</b></span></span><span style="font-size: medium;"><span lang="en-US">: PhD in biology Medvedeva M.A.</span></span></span></p>
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		<title>Experimental modeling of spruce needles ignition by a carbonaceous particle heated to high temperatures</title>
		<link>https://jfsi.ru/3-1-2020-baranovskiy_zakharevich/</link>
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		<dc:creator><![CDATA[lena]]></dc:creator>
		<pubDate>Tue, 24 Mar 2020 08:02:46 +0000</pubDate>
				<category><![CDATA[№1 2020]]></category>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 N.V. Baranovskiy, A.V. Zakharevich, published in Forest Science Issues Vol. 2, No. 1, pp. 1-15 N.V. Baranovskiy*, A.V. Zakharevich Tomsk Polytechnic&#46;&#46;&#46;]]></description>
										<content:encoded><![CDATA[<p>С текстом оригинальной статьи Вы можете ознакомиться по <a href="https://jfsi.ru/2-1-2019-baranovskiy_zakharevich/">ссылке</a></p>
<p style="text-align: left;"><a href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Baranovskiy_Zakharevich.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></p>
<p><span style="font-family: times new roman, times, serif; color: #000000;">Original Russian Text © 2019 N.V. Baranovskiy, A.V. Zakharevich, published in Forest Science Issues Vol. 2, No. 1, pp. 1-15</span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>N.V. Baranovskiy</b></span></span><sup><span style="font-size: medium;"><span lang="en-US"><b>*</b></span></span></sup><span style="font-size: medium;"><span lang="en-US"><b>, A.V. Zakharevich</b></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><i>Tomsk Polytechnic University</i></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><i>Lenin Av., 30, Tomsk, 634050, Russian Federation</i></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><sup><span style="font-size: medium;"><span lang="en-US">*</span></span></sup><span style="font-size: medium;"><span lang="en-US">E-mail: firedanger@yandex.ru</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Received 11 March 2019</span></span></span></p>
<p lang="en-US" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;">Experemental modeling of spruce needles ignition</span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Forest fires occur as a result of natural and man-made causes. It is known that particles heated to high temperatures are a common source of high temperature. The purpose of the work is the physical simulation of the ignition of typical forest fuel (spruce needles) by a carbonaceous particle heated to high temperatures and the identification of the typical ignition conditions of forest fuel. Every year, field observations and collection of forest fuel samples for experimental studies are carried out in the Timiryazevskiy forestry of ​​the Tomsk Region. Typical forest fuel (spruce needles) is considered. The sources of heating during the ignition of forest fuel were simulated by the particles made of graphite in the shape of a parallelepiped with characteristic dimensions in three coordinate directions (14 mm, 8 mm, 8 mm). The weight of such a graphite particle was 1.3 g. Experiments were performed in the range of changes in the initial temperatures </span></span><span style="font-size: medium;"><span lang="en-US"><i>T</i></span></span><sub><span style="font-size: medium;"><span lang="en-US"><i>0</i></span></span></sub><span style="font-size: medium;"><span lang="en-US"> from 1113 K to 1273 K. Numerical analysis shows that at a low sedimentation height, the particle retains its heat content to the maximum and cools down only in the near-surface layers. Initially, the mechanism of ignition as a result of the action of a burning graphite particle was investigated. The physical mechanism of the ignition of the forest fuel layer is established when a carbonaceous particle heated to high temperatures falls out in a flameless mode. A series of experiments were carried out and the dependence of the ignition delay on the initial temperature of the particle was obtained. The analysis showed that the dependence of the ignition delay on the initial temperature of a particle can be approximated to a first approximation by a straight line. The obtained results can be used for the development and verification of mathematical models to simulate the ignition of forest fuel by the particle heated to high temperatures.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Key words:</b></span></span> <span style="font-size: medium;"><span lang="en-US"><i>forest fuel, mechanism, experimental modeling, ignition delay, particle, spruce</i></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Forest fires occur due to natural and man-made causes (Hu and Zhou, 2014). The main natural cause is the impact of a cloud-to-ground lightning discharge, which results in the fragmentation of wood (Baranovskiy </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2017). As a result, wood particles heated to high temperatures are formed. Such particles can fall onto a layer of forest fuel and cause it to ignite (Suzuki and Manzello, 2019). As a result, a surface forest fire occurs (Grishin, 1997). Another scenario corresponds to anthropogenic impacts when there are still fires left in the forested area (Yanko, 2005). When wood cracks in a fire, its small particles can move to a layer of forest fuel near the fire and cause ignition. As a result, the occurrence of a surface forest fire is possible. It should also be noted that the formation of such particles is possible directly during active forest fires (Manzello </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2006). Subsequently, such particles, as a result of vertical and horizontal transport, can leave the forest fire zone and are transported to a distance of several hundred meters (Terebnev </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2007). Then, such particles settle on a layer of forest fuel and cause a new fire. This is exactly how spotted forest fires occur (Grishin, 1981).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">To develop next-generation systems for forecasting forest fire danger, it is necessary to take into account the physicochemical processes that occur when the layer of forest fuel is ignited. To identify the physical mechanism and carry out subsequent verification of such models, it is necessary to conduct experiments for the physical modeling of the ignition of typical forest fuel by a particle heated to high temperatures, which is a widespread source of high temperature.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The aim of the research is the physical modeling of the ignition of typical forest fuel (spruce needles) by a carbonaceous particle heated to high temperatures and the identification of the ignition conditions for the typical forest fuel.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>STUDY AREA</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span style="font-size: medium;"><span lang="en-US">The ecological system of forests of the Russian Federation occupies 1.2 billion hectares of territory and contains about 25% of the forest resources of the entire planet. Russian forests are not only an economic but also an important environmental resource, since the Russian Federation provides the annual carbon storage of 29 billion tons. The global processes of regulating the state of the environment, biodiversity, climate, and river flows are significantly affected by Russian forests (Kuznetsov et al., 2005).</span></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span style="font-size: medium;"><span lang="en-US">The Tomsk Region, especially its northern part, is a fairly typical forest-covered territory of the boreal zone. Through this example, a fairly general description of the conditions for the occurrence of fires is possible. The region has large forest resources. The land-forest fund occupies 90.5% of its entire territory. An area of ​​17 million hectares is covered with tree species, including 9.9 million hectares of coniferous trees (Panevin, 2006). The main relief types within the Tomsk Region are the watershed plains and river valleys along with the hollows of the ancient runoff (Evseeva and Zemtsov, 1990). Dividing plains are represented by positive and negative morphostructures.</span></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: small;"><span style="font-size: medium;"><span lang="en-US">Forests of the region are located in the river basin. The Ob River is situated on an exceptionally flat territory with excess moisture and is of great environmental importance (Panevin, 2006). Relatively harsh climatic conditions determine the rather limited species composition of forests. The most common types of forest formers are common pine, Siberian cedar, Siberian spruce, Siberian fir, saggy and fluffy birch, Siberian aspen, and larch (Panevin, 2006; Gorina, 2008).</span></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The fire danger of the Tomsk Region forests is determined by the presence of a significant proportion of coniferous forests, developed high-temperature ground cover and hot, dry summers. The climate of the Tomsk Region is sharply continental of the boreal type (Gorina, 2008). In territories with a continental climate, conditions especially favorable for the occurrence of forest fires are created (Kurbatsky, 1964). Depending on weather conditions, all three peaks of seasonal incidence are expressed in the forests of the region: a spring wave of fires, summer steady fires and autumn fires (Panevin, 2006).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">A feature of the forests of the Tomsk Region is the presence of combustible material in all stands. Mostly surface fires develop in the region (98.5%); 1.1% of incidents and 12.5% ​​of the burned-out area are accounted for by crown fires, and underground fires occur even less frequently (Panevin, 2006). The share of fires caused by anthropogenic reasons is quite stable over the years, and fires from a lightning discharge are cyclical. Periods with massive thunderstorms give way to calmer fires. The combustibility of the region’s forests also varies significantly over the months of the fire danger season. The most “burning” months are June and July. The duration of the fire danger season according to the weather conditions is from 137 to 161 days (Panevin, 2006). According to Rosleskhoz, the statistics of forest fires in the Tomsk Region suggests that approximately 200 forest fires are caused by anthropogenic factors and about 75 forest fires result from thunderstorm activity (as for 2016). Part of the fires arises as a result of the transition of agricultural burnings to forested areas.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Annually, field observations and collection of forest fuel samples for experimental studies are carried out in the Timiryazevskiy forestry of the Tomsk Region. The specified forestry of the Tomsk Forest Management is located between two large rivers (Ob and Tom) in the territory of three administrative districts of the Tomsk Region – Tomsky, Shegarsky, and Kozhevnikovsky. The length of the forestry territory from North to South is 64 km, from West to East 50 km. Forests of the forestry are mainly represented by a single forest, except for the isolated near-village pine forests of the settlements of Zorkaltsevo, Nizhne-Sechenovo, and Gubino (Matsenko </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 1999).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">According to the forest vegetation zoning of Western Siberia, the territory of the Timiryazevskiy forestry of the Tomsk Region belongs to the zone of the southern taiga (the Ob-Tomsk pine and pine forest-growing district). According to the agroclimatic zoning of the Tomsk Region adopted by the Tomsk branch of Sibgiprozem, the forestry area is classified as a moderately humid area. The growing season is 120 days. The predominant main breed is pine (39.6%), aspen (26.2%) and birch (21.2%); cedar, larch, spruce, and fir account for 13% (Matsenko </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 1999). For several years, the former Kaltayskoye Forestry as the Kaltayskoye Local Forestry was part of the Timiryazevskiy forestry.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>MATERIALS AND METHODS</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The experimental facility and methodology described in detail in (Zakharevich </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2008; Kuznetsov </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2008) were used. The experimental facility is illustrated in Figure 1. </span></span></span></p>
<div id="attachment_2852" style="width: 479px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2852" loading="lazy" class="size-full wp-image-2852" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig-1.jpg" alt="Scheme of the experimental facility: 1 – heating device, 2 – tripod, 3 – chromel-alumel thermocouple, 4 – ceramic rod, 5 – temperature control device UKT38, 6 – metal particle, 7 – working surface of the experimental setup, 8 – fireproof platform, 9 – radiation detector and flame recorder, 10 – emitter, 11 – vertical glass cylindrical vessels, 12 – analog-to-digital converter (ADC), 13 – personal computer (Zakharevich et al., 2008; Kuznetsov et al., 2008)." width="469" height="248" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig-1.jpg 469w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-1-150x79.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-1-300x159.jpg 300w" sizes="(max-width: 469px) 100vw, 469px" /><p id="caption-attachment-2852" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 1</strong>. Scheme of the experimental facility: 1 – heating device, 2 – tripod, 3 – chromel-alumel thermocouple, 4 – ceramic rod, 5 – temperature control device UKT38, 6 – metal particle, 7 – working surface of the experimental setup, 8 – fireproof platform, 9 – radiation detector and flame recorder, 10 – emitter, 11 – vertical glass cylindrical vessels, 12 – analog-to-digital converter (ADC), 13 – personal computer (Zakharevich et al., 2008; Kuznetsov et al., 2008).</span></p></div>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The sources of heating during forest fuel ignition were modeled by parallelepiped-shaped particles made of graphite with characteristic dimensions in three coordinate directions (14 mm, 8 mm, 8 mm). The weight of such a graphite particle was 1.3 g. The experiments were carried out in the initial temperature range T</span></span><sub><span style="font-size: medium;"><span lang="en-US">0</span></span></sub><span style="font-size: medium;"><span lang="en-US"> from 1113 K to 1273 K. This range was chosen in order to single out, firstly, the lower ignition limits of the investigated forest fuel. The upper temperature limit was chosen based on the conditions of ignition of a graphite particle in the air (a burning particle upon precipitation onto the forest fuel layer always caused its ignition). Numerical analysis shows that at a low separation height, the particle retains its maximum heat content to the maximum and cools down only in the surface layers. The central massive part of the particle during the deposition period does not cool down regardless of the separation height. As a result of the sedimentation of such a particle on a layer of ground forest fuel at the contact point, heat will flow into the surface layers of forest fuel. At subsequent times, the thermal decomposition and gas-phase ignition of forest fuel layer can occur. As a result, a surface forest fire may occur (Grishin </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 1998; Podur </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2003).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The experiments were carried out according to the classical plan with randomization due to the fact that up to now no mathematical model has been defined that describes the relationship between the delay time of forest fuel ignition and the initial temperature of a local heating source. At a constant value of T</span></span><sub><span style="font-size: medium;"><span lang="en-US">0</span></span></sub><span style="font-size: medium;"><span lang="en-US">, 5–7 experiments were performed, the standard deviation and confidence intervals for determining t</span></span><sub><span style="font-size: medium;"><span lang="en-US">ign</span></span></sub><span style="font-size: medium;"><span lang="en-US"> were calculated with a confidence probability of P=0.95 (Ventsel, 1999). The normal distribution of the measured quantity (ignition delay time) was assumed. The experiments were carried out with a group of graphite particles identical in size and manufacturing conditions. Before the experiments, heat treatment of heating sources in an induction furnace was carried out to “burn” volatile compounds. Each particle was used in only one experiment, because its state (shape, size, and the structure of the surface layers) changed after the experiment. These changes were generally insignificant, but the particles were not reused to reduce the errors in the studies performed.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">It should be noted that the carbonaceous particle ignition process is different from a similar process with a steel particle as a source of ignition. Single carbonaceous particles at high temperatures are characterized by a gasification process that occurs during the intense penetration of gas reagents through the porous structure of a particle (Vilensky and Khzmalyan, 1978; Golovina, 1983; Morell et al., 1990). That is, diffusion processes are important (it was shown (Samuilov et al., 2004) that diffusion phenomena have a significant influence on the gasification process for large particles and the transformation of components inside the particle, which leads to a change in the porous structure itself (Jones et al., 1999).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The type of global gasification reaction is as follows (Samuilov </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 2004): C + CO</span></span><sub><span style="font-size: medium;"><span lang="en-US">2</span></span></sub><span style="font-size: medium;"><span lang="en-US"> → 2CO. According to (Laurendau, 1978), this process involves a chain of reactions on the surface of pores:</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">C</span></span><sub><span style="font-size: medium;"><span lang="en-US">f</span></span></sub><span style="font-size: medium;"><span lang="en-US">+CO</span></span><sub><span style="font-size: medium;"><span lang="en-US">2</span></span></sub><span style="font-size: medium;"><span lang="en-US"></span></span><span style="font-size: medium;"><span lang="en-US">C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">L</span></span></sub><span style="font-size: medium;"><span lang="en-US">+CO,</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">L</span></span></sub><span style="font-size: medium;"><span lang="en-US">→C</span></span><sub><span style="font-size: medium;"><span lang="en-US">f</span></span></sub><span style="font-size: medium;"><span lang="en-US">+CO,</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">L</span></span></sub><span style="font-size: medium;"><span lang="en-US"></span></span><span style="font-size: medium;"><span lang="en-US">C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">S</span></span></sub><span style="font-size: medium;"><span lang="en-US">,</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">S</span></span></sub><span style="font-size: medium;"><span lang="en-US">→C</span></span><sub><span style="font-size: medium;"><span lang="en-US">f</span></span></sub><span style="font-size: medium;"><span lang="en-US">+CO,</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">where C</span></span><sub><span style="font-size: medium;"><span lang="en-US">f</span></span></sub><span style="font-size: medium;"><span lang="en-US">, C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">L</span></span></sub><span style="font-size: medium;"><span lang="en-US">, C(O)</span></span><sub><span style="font-size: medium;"><span lang="en-US">S</span></span></sub><span style="font-size: medium;"><span lang="en-US"> are free active carbon centers, an oxygen atom connected to a carbon atom by a mobile ionic bond, and an oxygen atom forming a fixed carbonyl bond with a carbon atom, respectively. To date, new approaches to the study of the mechanism and laws of heterogeneous combustion and carbon gasification reactions have been developed (Golovina, 2002). If in the framework of the diffusion-kinetic theory of heterogeneous combustion and gasification of carbon, the laws of the process were judged by the behavior of only the gas phase, then now, along with the gas phase, changes in the solid phase are also taken into account. For this, the concept of active surface areas (ASAs) or, more broadly, reactive surface areas (RSAs) is introduced. The reactive surface is determined by the concentration of active carbon atoms, on which a carbon-oxygen complex is formed, which gives a gaseous product upon decomposition (Golovina, 2002; Lizzo </span></span><span style="font-size: medium;"><span lang="en-US">et al</span></span><span style="font-size: medium;"><span lang="en-US">., 1990).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The preliminary placement of graphite particles in an induction furnace showed that in the temperature range 1113-1273 K, a graphite particle burned in a flame mode. The sedimentation of such a particle on the forest fuel layer also unambiguously leads to ignition. It is likely that the initial heating of a graphite particle is accompanied by the release of any volatile compounds that burn in the gas phase. The subsequent heating of the particle is not accompanied by the appearance of a flame around the particle. A series of preliminary experiments showed that a carbonaceous particle is characterized by its burnout over time. This can be explained by the processes of gasification of a carbonaceous particle considered above, as well as by the heterogeneous oxidation of carbon itself.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The object of the study was the model layers of a typical forest fuel (spruce needles with branches), which were formed in a refractory cuvette by means of a random stacking of branches with needles in a uniform layer. The characteristics of forest fuel:</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">a) the needles in appearance are green with a slight gray-brown tint;</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">b) the needles and branches of the current collection are practically not decomposed;</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">c) pre-dried material;</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">d) the main fraction consisted of needles with a size of (1.5-2) cm in the longitudinal and (0.7-1.3) mm in the transverse direction;</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">e) the fraction of twigs different from the main part of the needles was about 25%.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>RESULTS AND DISCUSSION</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">The following patterns of the process under study were established. Two options for the implementation of the ignition conditions are possible:</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">a) Initially, the mechanism of the occurrence of ignition as a result of the impact of a burning graphite particle was investigated. A carbonaceous particle, accompanied by a flame torch of combustion of volatile compounds, falls on the forest fuel layer, which is heated by three heat transfer mechanisms: conduction, convection, and radiation (most likely, convective and radiant transfer are the main ones in this ignition mechanism). Individual needles warm up and begin to thermally decompose with the release of gaseous pyrolysis products. The injection of gaseous combustible products and the ignition of forest fuel in the gas phase occurs. For the moment of ignition, the appearance of a second flame is characteristic (the first is formed as a result of the combustion of volatile products released by the particle). Then there is a combination of torches and the subsequent spread of flame along the forest fuel layer.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">b) Fig. 2 shows typical video footage of the process of forest fuel layer ignition by a carbonaceous particle heated to high temperatures (flameless mode). After the initial stage of a short period of inert heating of the forest fuel layer, the thermal decomposition of the material begins with the release of gaseous pyrolysis products. In the contact zone, the needles from the heterogeneous layer of forest fuel decompose almost completely with a small coke residue that falls on the substrate. Thin branches are thermally decomposed in a thin surface layer. In a porous forest fuel medium, gaseous pyrolysis products are filtered to the heated surface of the layer and mixed with an oxidizing agent, and the gas mixture is heated, followed by ignition. In most experiments, a flame torch formed over a heated particle.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">a</span></span><span style="font-size: medium;">)<img loading="lazy" class="aligncenter size-full wp-image-2854" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig-2а.jpg" alt="" width="720" height="576" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig-2а.jpg 720w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-2а-150x120.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-2а-300x240.jpg 300w" sizes="(max-width: 720px) 100vw, 720px" /></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">b)<img loading="lazy" class="aligncenter size-full wp-image-2853" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig-2b.jpg" alt="" width="720" height="576" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig-2b.jpg 720w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-2b-150x120.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-2b-300x240.jpg 300w" sizes="(max-width: 720px) 100vw, 720px" /></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Figure 2.</b></span></span><span style="font-size: medium;"><span lang="en-US"> Typical video footage of the forest fuel ignition by a particle heated to high temperatures at different points in time: a) t=0.08 s – inert heating of the forest fuel layer; b) t=0.24 s – the appearance of a microtorch of flame.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Fig. 3 shows the dependence of the ignition delay on the initial particle temperature with confidence intervals. The lower ignition temperature limit is highlighted. Unlike pine litter, the studied sample was characterized by an ordered distribution of individual needles, thin branches and often a fixed distance between them. The structure of the sample was characterized by porosity due to the ordered structure of the needles, as well as a large pore space due to the morphology of spruce branches, which led to rather high values ​​of the standard deviations of the measurement results t</span></span><sub><span style="font-size: medium;"><span lang="en-US">ign</span></span></sub><span style="font-size: medium;"><span lang="en-US"> from the average values. Due to this, in each particular experiment from a series of experiments at the same initial temperature, the heat exchange conditions between the ignition source and the forest fuel layer also differed.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">An analysis of Fig. 3 shows that the dependence of the ignition delay on the initial particle temperature can be approximated, as a first approximation, by a straight line. However, a more qualitatively obtained experimental data describes a parabolic dependence. Earlier, a similar fact was established when studying the ignition processes of dry grass with a packing density corresponding to natural conditions. However, its further increase led to a linear dependence of the ignition delay on the initial temperature of the heated particle. The difference from the linear dependence was probably due to the non-identity of the processes of heat and mass transfer in a complex structurally inhomogeneous material. This is probably the reason for the deviation from the linear dependence in the case of studying spruce branches with needles. </span></span></span></p>
<p><img loading="lazy" width="1024" height="717" class="size-large wp-image-2855" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig-3-1024x717.jpg" alt="" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig-3-1024x717.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-3-150x105.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-3-300x210.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-3-768x538.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig-3.jpg 1550w" sizes="(max-width: 1024px) 100vw, 1024px" /></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">It should be noted that the performed experimental studies showed the high stability of the ignition of forest fuel with multiscale porosity by a single carbonaceous particle heated to high temperatures. The development of the ignition process is fairly well demonstrated by the typical videogram of the experiment.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">It should be specially noted that the experimental values ​​of t</span></span><sub><span style="font-size: medium;"><span lang="en-US">ign</span></span></sub><span style="font-size: medium;"><span lang="en-US"> (Fig. 3) at T</span></span><sub><span style="font-size: medium;"><span lang="en-US">0</span></span></sub><span style="font-size: medium;"><span lang="en-US"> 1273 K can be compared with the values ​​of the ignition delay of a typical liquid fuel – kerosene under adequate heat exposure conditions (Zakharevich, 2008). For kerosene, t</span></span><sub><span style="font-size: medium;"><span lang="en-US">ign</span></span></sub><span style="font-size: medium;"><span lang="en-US"> is more than two times higher than the similar value for the litter of conifers. In this case, the lower limit values ​​of the ignition temperatures of kerosene are almost 100 K higher than those shown in Fig. 3. The correlation between the characteristic ignition delays of the litter of coniferous trees and typical liquid fuels established by the experimental results is due to the peculiarities of heat and mass transfer in the heated layer and on the surface of these combustible substances under local thermal exposure. For example, the research results (Kuznetsov and Strizhak, 2008; Kuznetsov and Strizhal, 2009; Kuznetsov and Strizhak, 2009) show that when heating both films and large masses of liquid fuels, a significant part of the supplied heat energy is spent on an energy-intensive process of formation of fuel vapor. The heat of phase transition (the evaporation of any liquid fuel) is significantly (more than 10 times) higher than the heat spent on the gasification of forest fuel (thermal decomposition). Accordingly, a longer heating time of liquid fuel is required in comparison with forest fuel in order to initiate a chemical combustion reaction.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>CONCLUSION</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Additional experiments were conducted with a typical forest fuel of the Tomsk Region (spruce branches covered with needles), which showed the need for the further improvement of the mathematical models of forest fuel ignition by a local heating source. An analysis of the results shows that for forest fuel samples with large pore spaces, the linear dependence of the ignition delay time on the initial temperature of the heated particle is applicable only to a first approximation. At the next stage, an improved mathematical model of forest fuel ignition should be developed taking into account small and large pores in the forest fuel layer.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>ACKNOWLEDGEMENTS</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"> The study was supported by the Russian Foundation for Basic Research and the Administration of the Tomsk Region. Scientific project No. 16-41-700831.</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>REFERENCES</b></span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Baranovskiy N.V., Kuznetsov G.V., Nemova T.N., High temperature wood particles formation caused by the cloud-to-ground lightning discharge through the coniferous tree trunk, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Far East Journal of Mathematical Sciences</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2017, Vol. 102, pp. 1033-1044.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Evseeva I.S., Zemtsov A.A., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Rel’yefoobrazovaniye v lesobolotnoy zone Zapadno-Sibirskoy ravniny </i></span></span><span style="font-size: medium;"><span lang="en-US">(Relief formation in the forest-swamp zone of the Zapadno-Siberian plain), Tomsk: Publishing house Tom. University, 1990, 242 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Golovina E.S., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Vysokotemperaturnoye goreniye i gazifikatsiya ugleroda</i></span></span><span style="font-size: medium;"><span lang="en-US"> (High-temperature combustion and gasification of carbon), Moscow: Energoatomizdat, 1983.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Golovina E.S., Issledovaniye geterogennogo goreniya i gazifikatsii ugleroda i tverdogo topliva (Obzor) (Study of Heterogeneous Combustion and Gasification of Carbon and Solid Fuel (Review), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Fizika goreniya i vzryva,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2002, Vol. 38, No. 4, pp. 25-34.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Gorina N.V., Lesnyye pozhary (Forest Fires), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Bezopasnost’ zhiznedeyatel’nosti,</i></span></span><span style="font-size: medium;"><span lang="en-US"> 2008, No. 1, pp. 57-60.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Grishin A.M., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Matematicheskiye modeli lesnykh pozharov</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Mathematical models of forest fires), Tomsk: Tomsk University Press, 1981, 278 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_GoBack"></a> <span style="font-size: medium;"><span lang="en-US">Grishin A.M., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Mathematical modeling of forest fire and new methods of fighting them</i></span></span><span style="font-size: medium;"><span lang="en-US">. Russia. Tomsk: Publishing House of the Tomsk State University, 1997, 390 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Grishin A.M., Dolgov A.A., Zima V.P., Kryuchkov D.A., Reino V.V., Subbotin A.N., Tsvyk R.Sh., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ignition of a layer of combustible forest materials, Combustion, Explosion and Shock Waves</i></span></span><span style="font-size: medium;"><span lang="en-US">, 1998, Vol. 34, pp. 613-620.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Hu T., Zhou G. Drivers of lightning- and human-caused fire regimes in the Great Xing’an Mountains, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Forest Ecology and Management</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2014, Vol. 329, pp. 49-58.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Jones J.M., Pourkashanian M., Rena C.D., Williams A., Modelling the relationship of coal structure to chair porosity, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Fuel</i></span></span><span style="font-size: medium;"><span lang="en-US">, 1999, Vol. 78, pp. 1737-1744.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kuznetsov G.V., Zakharevich A.V., Maksimov V.I., Zazhiganiye dizel’nogo topliva odinochnoy “goryachey” metallicheskoy chastitsey (Ignition of diesel fuel by a single “hot” metal particle), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Pozharovzryvobezopasnost’</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2008. Vol. 17, No. 4, pp. 28-30.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kuznetsov G.V., Strizhak P.A., Nagretyye do vysokikh temperatur chastitsy metalla kak istochniki lokal’nykh vozgoraniy zhidkikh veshchestv (Metal particles heated to high temperatures as sources of local ignitions of liquid substances), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Pozharnaya bezopasnost’</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2008, No. 4. pp. 72-76.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kuznetsov G.V., Strizhak P.A., Modelirovaniye vosplameneniya zhidkogo veshchestva goryachey chastitsey (Simulation of the ignition of a liquid substance by a hot particle), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Khimicheskaya fizika</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2009, Vol. 28, No. 5, pp. 91-98.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kuznetsov G.V., Strizhak P.A., 3D Problem of heat and mass transfer at the ignition of a combustible liquid by a heated metal particle, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Journal of Engineering Thermophysics</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2009, Vol. 18, No 1, pp. 72-79.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kuznetsov V.I., Kozlov N.I., Khomyakov P.M., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Matematicheskoye modelirovaniye evolyutsii lesa dlya tseley upravleniya lesnym khozyaystvom</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Mathematical modeling of forest evolution for forest management purposes), Moscow: LENAND, 2005. 232 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Kurbatskiy N.P. </span></span><span style="font-size: medium;"><span lang="en-US"><i>Pozhary taygi, zakonomernosti ikh vozniknoveniya i razvitiya</i></span></span><span style="font-size: medium;"><span lang="en-US"> (The Fires of the Taiga, the Patterns of Their Origin and Development): Author’s abstract. diss. … doctor agricultural sciences / ILID SO of the USSR. Krasnoyarsk, 1964. 38 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Laurendau N.M., Heterogeneous kinetics of coal char gasification and combustion, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Prog. Energy and Combust. Sci.</i></span></span><span style="font-size: medium;"><span lang="en-US">, 1978, Vol. 4, N</span></span><span style="font-size: medium;">о</span><span style="font-size: medium;"><span lang="en-US"> 4., pp. 221-270.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Lizzo A., Hong J., Radovic R., On the kinetics of carbon (char) gasification: reconciling model with experiments, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Carbon</i></span></span><span style="font-size: medium;"><span lang="en-US">, 1990, Vol. 28, No 1., pp. 7-19.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Matsenko V.V., Sokolov A.Ya., Kalinin S.I., </span></span><span style="font-size: medium;"><span lang="en-US"><i>General’nyy plan protivopozharnogo ustroystva lesov</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Master Plan for Fire Protection Plants), Vol. 1., Explanatory note, 5-99.14-17-PM / State Design and Survey Institute «Rosgiproles», Altai branch. Barnaul, 1999, 139 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Manzello S.L., Cleary T.G., Shields J.R., Yang J.C., Ignition of mulch and grasses by firebrands in wildland-urban interface fires, </span></span><span style="font-size: medium;"><span lang="en-US"><i>International Journal of Wildland Fire</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2006, Vol. 15, pp. 427-431.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Morell J.I., Amundson N.R., Park S.K., Dynamics of a single particle during char gasification, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Chem. Eng. Sci</i></span></span><span style="font-size: medium;"><span lang="en-US">. 1990, Vol. 45, No 2, pp. 387-401.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Panevin V.S., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Lesa i lesnoye khozyaystvo Tomskoy oblasti </i></span></span><span style="font-size: medium;"><span lang="en-US">(Forests and Forestry of the Tomsk Region), Tomsk: Publishing house Tom. University, 2006, 126 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Podur J., Martell D. L., Csilagg F., Spatial patterns lightning-caused forest fires in Ontario 1976–1998, </span></span><span style="font-size: medium;"><span lang="en-US"><i>Ecological Modelling</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2003, Vol. 164, No l, pp. 1-20.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Samuilov E.V., Faminskaya M.V., Golovina E.S., Model’ i raschet protsessa gazifikatsii odinochnoy uglerodnoy chastitsy (Model and calculation of the process of gasification of a single carbon particle), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Fizika goreniya i vzryva</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2004, Vol. 40, № 1. pp. 86-94.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Suzuki S., Manzello S.L., Investigating effect of wind speeds on structural firebrand generation in laboratory scale experiments, </span></span><span style="font-size: medium;"><span lang="en-US"><i>International Journal of Heat and Mass Transfer</i></span></span><span style="font-size: medium;"><span lang="en-US">, 2019, Vol. 130, pp. 135-140.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Terebnev V.V., Artemyev N.S., Podgrushny A.V., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Protivopozharnaya zashchita i tusheniye pozharov. Kniga 5. Lesa, torfyaniki, lesosklady</i></span></span><span style="font-size: medium;"><span lang="en-US">, (Fire protection and extinguishing fires. Book 5. Forests, peatlands, forest stands), Moscow: Publishing house «Pozhnauka», 2007. 358 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Ventsel E.S., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Teoriya veroyatnostey</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Probability theory), Moscow: High school, 1999. 576 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Vilenskiy T.V., Khzmalyan D.M., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Dinamika goreniya pylevidnogo topliva</i></span></span><span style="font-size: medium;"><span lang="en-US"> (The dynamics of the combustion of pulverized fuel), Moscow: Energy, 1978. p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Yanko I.V., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Pirologicheskaya otsenka territorii Tomskoy oblasti</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Pyrological assessment of the territory of the Tomsk region). Diss. cand. geogr. sciences. Tomsk: Tomsk State Pedagogical University, 2005, 174 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Zakharevich A.V., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Zazhiganiye tverdykh i zhidkikh kondensirovannykh veshchestv odinochnymi nagretymi do vysokikh temperatur chastitsami</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Ignition of solid and liquid condensed substances by single particles heated to high temperatures), Diss. cand. phys.-mat. sciences, Tomsk: TPU, 2008, 117 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US">Zakharevich A.V., Kuznetsov V.T., Kuznetsov G.V., Maksimov V.I., </span></span><span style="font-size: medium;"><span lang="en-US"><i>Zazhiganiye model’nykh smesevykh toplivnykh kompozitsiy odinochnoy nagretoy do vysokikh temperatur chastitsey</i></span></span><span style="font-size: medium;"><span lang="en-US"> (Ignition of Model Mixed Fuel Compositions of a Single Particle Heated to High Temperatures), </span></span><span style="font-size: medium;"><span lang="en-US"><i>Fizika goreniya i vzryva, </i></span></span><span style="font-size: medium;"><span lang="en-US">2008, Vol. 44, No 5, pp. 54-57.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-US"><b>Reviewer:</b></span></span><span style="font-size: medium;"><span lang="en-US"> PhD in technology, </span></span><span lang="en-GB">associate professor </span><span style="font-size: medium;"><span lang="en-US">Goman P.N.</span></span></span></p>
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		<title>Main patterns of the spatial localization of various types of coniferous and coniferous-deciduous forests of the northern macroslope of the western caucasus based on Earth remote sensing</title>
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		<dc:creator><![CDATA[lena]]></dc:creator>
		<pubDate>Tue, 24 Mar 2020 08:01:13 +0000</pubDate>
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					<description><![CDATA[С текстом оригинальной статьи Вы можете ознакомиться по ссылке Original Russian Text © 2019 R.Kh. Pshegusov, F.А. Tembotova, Yu.M. Sablirova, published in Forest Science Issues Vol. 2, No. 3, pp. 1-11 R.Kh. Pshegusov*, F.А.&#46;&#46;&#46;]]></description>
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<p style="text-align: left;"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" href="https://jfsi.ru/wp-content/uploads/2020/03/3-1-2020-Pshegusov_et_all.pdf"><img loading="lazy" class="size-full wp-image-1122 alignright" src="https://jfsi.ru/wp-content/uploads/2018/10/pdf.png" alt="" width="32" height="32" /></a></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="de-DE">Original Russian Text </span><span lang="en-US">© 2019</span> <span lang="de-DE">R.Kh. Pshegusov, F.А. Tembotova, Yu.M. Sablirova, published</span><span lang="en-US"> in Forest Science Issues Vol. 2, No. 3, pp. 1-</span><span lang="en-US">11</span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>R.Kh. Pshegusov</b></span></span><sup><span style="font-size: medium;"><b>*</b></span></sup><span style="font-size: medium;"><span lang="en-GB"><b>, F.А. Tembotova, Yu.M. Sablirova</b></span></span></span></p>
<p align="CENTER"><em><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Tembotov Institute of Ecology of Mountain Territories of the RAS</span></span></span></em></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i>I. Armand st. 37a, Nalchik, KBR, 360051, Russia</i></span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><sup><span style="font-size: medium;"><span lang="en-US">*</span></span></sup><span style="font-size: medium;"><span lang="en-GB">E-mail:</span></span> <span style="font-size: medium;"><span lang="en-GB">p_rustem@inbox.ru</span></span></span></p>
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Received </span></span><span style="font-size: medium;">10</span><span style="font-size: medium;"><span lang="en-GB"> June 2019</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The paper presents a comparative analysis of spatial localization parameters of coniferous and coniferous-deciduous forests in various landscape and climatic conditions of the Western Caucasus. </span></span><span style="font-size: medium;"><span lang="en-GB">During the study,</span></span><span style="font-size: medium;"><span lang="en-GB"> we set the task of determining parametric variables that would reflect the most significant factors of distribution of coniferous and coniferous-deciduous forests of the Western Caucasus based on the synthesis of field and remote data. In 2016–2018, 76 trial plots for research and material collection were laid in the Western Caucasus. </span></span><span style="font-size: medium;"><span lang="en-US">T</span></span><span style="font-size: medium;"><span lang="en-GB">he research resulted in presentation of a typological </span></span><span style="font-size: medium;"><span lang="en-GB">scheme </span></span><span style="font-size: medium;"><span lang="en-GB">of coniferous and coniferous-deciduous forests of the research area, and identification of 13 types of forests, that are distributed into 7 groups. The forest stands in the studied forest types are mainly of different ages, multi-storeyed, highly closed, of medium or high density. Conclusions are made about the high accuracy of the spatial distribution model based on the parametric values of discriminant functions and average values of predictors.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>Key words: </b></span></span><span style="font-size: medium;"><span lang="en-GB"><i>Western Caucasus, coniferous forests, remote sensing data, spatial analysis</i></span></span></span></p>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">One of the issues in the research of the forest ecosystems of the Northwestern Caucasus is the lack of up-to-date mapping of coniferous and </span></span><span style="font-size: medium;"><span lang="en-GB">coniferous-deciduous</span></span><span style="font-size: medium;"><span lang="en-GB"> forests throughout the North Caucasus (Tembotova et al., 2012; Komarova, 2017) in general and in the Western Caucasus in particular. Identification of the typical features of spatial distribution of plant communities is relevant both from the practical of view (for monitoring and preserving biodiversity at all levels, planning economic activities, etc.) and the theoretical points of view (for establishing ecological parameters of species distribution and patterns of plant community’s formation). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">For this</span></span><span style="font-size: medium;"><span lang="en-GB"> study, the following </span></span><span style="font-size: medium;"><span lang="en-GB"><b>objective</b></span></span> <span style="font-size: medium;"><span lang="en-GB">was set: to </span></span><span style="font-size: medium;"><span lang="en-GB">identify </span></span><span style="font-size: medium;"><span lang="en-US">the </span></span><span style="font-size: medium;"><span lang="en-GB">parametric variables that reflect the most significant factors of coniferous and coniferous-deciduous forests distribution of the Western Caucasus based on combined field and remote data.</span></span></span></p>
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><b>MATERIAL AND METHODS</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The material was collected during expeditions and at the permanent monitoring sites in the northern part of the Shaposhnikov Caucasian state natural biosphere reserve (hereinafter the Caucasian nature reserve). Geobotanical descriptions were made and taxational characteristics of the stands were determined on the forest areas in the valley of the Malaya Laba river and its tributaries.</span></span><span style="font-size: medium;"><span lang="en-US"> T</span></span><span style="font-size: medium;"><span lang="en-GB">raditional geobotanics research methods and standards adopted in forest taxation were used in field research (Sukachev, 1961; 1972; </span></span><span style="font-size: medium;"><span lang="en-US">Zagreev et</span></span><span style="font-size: medium;"><span lang="en-GB"> al., 1992; Neronov, 2002). </span></span><span style="font-size: medium;"><span lang="en-US">The D</span></span><span style="font-size: medium;"><span lang="en-GB">ominant species approach was the basis for forest cover classification in view of geobotanical descriptions results. In this paper, forest type of forest was understood as a type of biogeocenosis (Sukachev, 1964). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The size of the trial plot was 900 m</span></span><sup><span style="font-size: medium;"><span lang="en-GB">2</span></span></sup><span style="font-size: medium;"><span lang="en-GB">, which is generally equivalent to the standard pixel of Landsat multispectral survey. 78 trial plots in total were surveyed in the Western Caucasus in 2012–2015 and 2017–2018.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The scenes of average spatial resolution Landsat 8 OLI/TRS dated September 13, 2018 (scene ID</span></span><span style="font-size: medium;"><span lang="en-US">:</span></span> <span style="font-size: medium;"><span lang="en-US">LC81730302018256LGN00</span></span><span style="font-size: medium;"><span lang="en-GB">) were used to assess the parameters of the current spatial localization, as it was the closest to the research period, and not covered with clouds. Regression and discriminant analyses and models of regression/classification trees (Puzachenko, 2004) were used for spatial analysis and test data interpolation. </span></span><span style="font-size: medium;"><span lang="en-US">F</span></span><span style="font-size: medium;"><span lang="en-GB">urther forest type classification and modelling, was performed through discriminant analysis at the estimated probability of occurrence (is based on the frequency of the forest types occurrence in the training sample) with the reverse step-by-step inclusion of variables at the level of F-test = 1. On the whole, high recognition accuracy (on average 95.5%)</span></span><span style="font-size: medium;"><span lang="en-US">,</span></span><span style="font-size: medium;"><span lang="en-GB"> the regression coefficient values, and results of creating classification trees are the evidence of high predictive capability of both the training sample and the created interpolation model. Respective literature gives more detailed description of the research methods (Bartalev, 2006; Kozlov et al., 2008; Isaev, </span></span><span style="font-size: medium;"><span lang="en-US">Chernen&#8217;kova</span></span><span style="font-size: medium;"><span lang="en-GB">, 2009; Tembotova, Pshegusov, Tlupova, 2012).</span></span></span></p>
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><b>RESULTS AND DISCUSSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">As a result of regression analysis of 86 remote sensing variables (Wood, 1996; </span></span><span style="font-size: medium;"><span lang="en-US">Sandlerskij</span></span><span style="font-size: medium;"><span lang="en-GB">, 2013; Fick, Hijmans, 2017; McNally et al., 2017</span></span><span style="font-size: medium;"><span lang="en-GB">), which together characterize the vegetation and thermodynamic components </span></span><span style="font-size: medium;"><span lang="en-US">and the</span></span><span style="font-size: medium;"><span lang="en-GB"> morphometric characteristics of the terrain, 18 turned out to be significant (Table 1). High regression coefficients (</span></span><span style="font-size: medium;"><span lang="en-GB">R= 0.73; R</span></span><sup><span style="font-size: medium;"><span lang="en-GB">2</span></span></sup><span style="font-size: medium;"><span lang="en-GB">= 0.7114; accumulated R</span></span><sup><span style="font-size: medium;"><span lang="en-GB">2</span></span></sup><span style="font-size: medium;"><span lang="en-GB">=0.7144; F (19.43) =2929.4) should also be highlighted,</span></span><span style="font-size: medium;"><span lang="en-GB"> as they indicate high predictive capability of these variables </span></span><span style="font-size: medium;"><span lang="en-US">at</span></span><span style="font-size: medium;"><span lang="en-GB"> modelling the spatial distribution of coniferous and coniferous-deciduous forests in the study area. </span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB">To make primary classification, we have constructed general classification and regression trees (GC&#038;RT). The results of displaying of the importance of variables in the classification analysis (Fig. 1) in general are in line with those in the regression analysis, but here terrain parameters (altitude and slope direction), and vegetation indices (among spectral variables) turned out to be significant.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk16581386"></a> <span style="font-size: medium;"><span lang="en-GB">According to the results of forest plot surveys on the territory of the eastern part of the Caucasian reserve, 13 forest types were identified, which were further distributed in 7 groups. The group of mixed-grass fir forests includes </span></span><span style="font-size: medium;"><span lang="en-GB">oxalis beech-fir forest, bonitet class II, dead-soil beech-fir forest, bonitet class II, and impatiens beech-fir forest, bonitet class II. The stand body of this group is dominated by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Abies nordmanniana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Steven.) Spach. and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky. The crown closure in different areas ranges between 0.8–0.9. The undergrowth is represented by singlular plants of </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Sambucus nigra</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L. and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Corylus avellana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L. The total projective cover (TPC) of the ground cover is 50–60%, with the exception of the beech-fir dead-soil forest, where the grassy layer is nearly absent. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">In the group of fern fir forests, fern fir forest of bonitet class II may be distinguished. The stand is dominated by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Abies nordmanniana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Steven.) Spach</span></span><span style="font-size: medium;"><span lang="en-GB"><i>,</i></span></span><span style="font-size: medium;"><span lang="en-GB"> whereas</span></span><i> </i><span style="font-size: medium;"><span lang="en-GB">in the second tier, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Tilia begoniifolia</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Steven, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Acer platanoides</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Picea orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Link. can be found in small amounts. Crown closure is 0.8. The undergrowth is as good as absent. The ground cover TPC is 20–30%.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk16581465"></a> <span style="font-size: medium;"><span lang="en-GB">In the group of mixed-grass beech forests, one type of forest is identified, i.e. oxalis spruce-beech forest, bonitet class I. The stand is dominated by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky and</span></span><span style="font-size: medium;"><span lang="en-GB"><i> Picea orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Link. Tree canopy closure is 0.8. The undergrowth is absent. The ground cover TPC is 15–20%.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The group of fern beech forests includes fern spruce-beech forest, bonitet class I, and fern fir-beech forest, bonitet class II. Forest areas of a number of forest types are dominated by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Picea orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Link. There also are individual plants of </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Acer platanoides</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Alnus incana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Moench, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>A. glutinosa</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Gaertn</span></span><span style="font-size: medium;"><span lang="en-GB"><i>,</i></span></span><span style="font-size: medium;"><span lang="en-GB"> and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Abies nordmanniana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Steven.) Spach. Crown closure is 0.8. The undergrowth is nearly absent. The ground cover TPC in different areas ranges between 20–60%.</span></span></span></p>
</div>
<div id="Раздел2" dir="LTR">
<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>Table 1.</b></span></span><span style="font-size: medium;"><span lang="en-GB"> Regression analysis results </span></span></span></p>
<table border="1" width="595" cellspacing="0" cellpadding="7">
<colgroup>
<col width="70" />
<col width="48" />
<col width="113" />
<col width="52" />
<col width="99" />
<col width="67" />
<col width="47" /> </colgroup>
<tbody>
<tr>
<td colspan="7" width="579" height="36">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Regression Summary:<br />
R = 0.73832891; R</span><sup><span lang="en-GB">2 </span></sup><span lang="en-GB">= 0.711446645; Adjusted R</span><sup><span lang="en-GB">2 </span></sup><span lang="en-GB">= 0.71442738; F (19,430588) = 2929.4</span></span></p>
</td>
</tr>
<tr>
<td width="70" height="10">
<p lang="en-US">
</td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>b*</b></span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>Std.Err. &#8212; of b*</b></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>b</b></span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>Std.Err. &#8212; of b</b></span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>z</b></span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><b>p-value</b></span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>Intercept</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">&#8212;</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">&#8212;</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">9.684</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">3.243</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">2.986</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.003</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>SLOPE</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.297</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.070</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-193.804</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>NDVI</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.173</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.014</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-7.152</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.578</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-12.379</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8">
<p lang="en-US"><span style="color: #000000; font-family: times new roman, times, serif;"><b>NDWI</b></span></p>
</td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.218</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.034</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">6.579</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">1.028</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">6.398</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>K</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.271</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.020</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-10.730</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.786</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-13.653</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>TVI</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.121</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.038</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.084</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.026</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-3.236</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.001</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>RVI</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.182</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.021</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.454</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.051</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">8.855</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>TK</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.030</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.015</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.001</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-19.193</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>SWIR2_R</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.045</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.014</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.612</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.191</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-3.210</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.001</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>G_B</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.122</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.010</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">10.789</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.928</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">11.630</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>DU</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.243</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.012</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.043</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-20.141</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>REL</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.025</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-12.496</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>LMI</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.219</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.013</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">5.267</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.323</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">16.326</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>R_G</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.100</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.011</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">4.809</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.532</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">9.037</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>TSAVI</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.377</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.047</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">10.953</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">1.378</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">7.948</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>ASPECT</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-0.010</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">-6.632</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>VI7</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.020</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.007</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">1.255</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.470</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">2.669</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.008</span></p>
</td>
</tr>
<tr>
<td width="70" height="8"><span style="color: #000000; font-family: times new roman, times, serif;"><b>W</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.117</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.013</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.041</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.005</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">8.825</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
<tr>
<td width="70" height="7"><span style="color: #000000; font-family: times new roman, times, serif;"><b>BR</b></span></td>
<td width="48">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.110</span></p>
</td>
<td width="113">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.016</span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.016</span></p>
</td>
<td width="99">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.002</span></p>
</td>
<td width="67">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">7.020</span></p>
</td>
<td width="47">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.000</span></p>
</td>
</tr>
</tbody>
</table>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>Note:</b></span></span><span style="font-size: medium;"><span lang="en-GB"> SLOPE – slope, degrees; NDVI – normalized difference </span></span><span style="font-size: medium;"><span lang="en-GB">vegetation index; </span></span><span style="font-size: medium;"><span lang="en-GB">NDWI – normalized difference water index in green phytomass; </span></span><span style="font-size: medium;"><span lang="en-GB">K – Kullback entropy (a measure of structural complexity of a system that reflects (Eout) and absorbs (R) energy); </span></span><span style="font-size: medium;"><span lang="en-GB">TVI &#8212; transformed vegetation index</span></span><span style="font-size: medium;"><span lang="en-GB">; </span></span><span style="font-size: medium;"><span lang="en-GB">RVI – Ratio vegetation index</span></span><span style="font-size: medium;"><span lang="en-GB">; </span></span><span style="font-size: medium;"><span lang="en-GB">TK</span></span><span style="font-size: medium;"><span lang="en-GB"> –surface temperature, Kelvin; </span></span><span style="font-size: medium;"><span lang="en-GB">SWIR2_R</span></span><span style="font-size: medium;"><span lang="en-GB"> – short-wave index of the red spectrum; </span></span><span style="font-size: medium;"><span lang="en-GB">G_B – photosynthetic rate, transpiration</span></span><span style="font-size: medium;"><span lang="en-GB">; </span></span><span style="font-size: medium;"><span lang="en-GB">DU </span></span><span style="font-size: medium;"><span lang="en-GB">– increase in internal energy of the system; </span></span><span style="font-size: medium;"><span lang="en-GB">REL – altitude above sea level, m; LMI – moisture content in the green phytomass; R_G </span></span><span style="font-size: medium;"><span lang="en-GB">– photosynthetic rate, net production; </span></span><span style="font-size: medium;"><span lang="en-GB">TSAVI – transformed soil adjusted vegetation index</span></span><span style="font-size: medium;"><span lang="en-GB">; </span></span><span style="font-size: medium;"><span lang="en-GB">ASPECT – slope exposition, degrees; VI7 – </span></span><span style="font-size: medium;"><span lang="en-GB">infrared vegetation index; </span></span><span style="font-size: medium;"><span lang="en-GB">W – </span></span><span style="font-size: medium;"><span lang="en-GB">water content in green phytomass (Kauth’s Tasseled Cap transformation); </span></span><span style="font-size: medium;"><span lang="en-GB">BR – </span></span><span style="font-size: medium;"><span lang="en-GB">brightness, albedo (Kauth’s Tasseled Cap transformation).</span></span></span></p>
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<div id="attachment_2832" style="width: 1034px" class="wp-caption aligncenter"><img aria-describedby="caption-attachment-2832" loading="lazy" class="size-large wp-image-2832" src="https://jfsi.ru/wp-content/uploads/2020/03/Fig.1-1024x459.jpg" alt="Variable importance plot to the construction of the forest type classification tree model " width="1024" height="459" srcset="https://jfsi.ru/wp-content/uploads/2020/03/Fig.1-1024x459.jpg 1024w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.1-150x67.jpg 150w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.1-300x135.jpg 300w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.1-768x345.jpg 768w, https://jfsi.ru/wp-content/uploads/2020/03/Fig.1.jpg 1206w" sizes="(max-width: 1024px) 100vw, 1024px" /><p id="caption-attachment-2832" class="wp-caption-text"><span style="font-family: times new roman, times, serif; color: #000000;"><strong>Figure 1.</strong> Variable importance plot to the construction of the forest type classification tree model</span></p></div>
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<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk535219593"></a><a style="color: #000000;" name="_Hlk191316"></a> <span style="font-size: medium;"><span lang="en-GB">The group of fern spruce forests is represented by fern beech-spruce forest, bonitet class II. </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Picea orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Link and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky are predominant in forests of this type. </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Alnus incana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Moench, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Abies nordmanniana</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Steven.) Spach, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Carpinus betulus</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Acer platanoides</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L. are found only sporadically. Tree canopy closure is 0.9. The undergrowth is not developed. The ground cover TPC is 30%. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The group of mixed-grass spruce forests is represented by dead-soil beech-spruce forest, bonitet class II. The tree tier consists of </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Fagus orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Lipsky and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Picea orientalis</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Link. Crown closure is 0.9. </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Grossularia uva-crispa</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (L.) Mill., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Ribes aureum</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Pursh, and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Euonymus europaeus</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L. were documented as part of the undergrowth. The ground cover TPC is 0–10%. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The group of </span></span><span style="font-size: medium;"><span lang="en-GB">multi-storeyed pine forests </span></span><span style="font-size: medium;"><span lang="en-GB">includes the following forest types: mixed-grass oak-pine, azalea oak-pine, mixed-grass hornbeam-pine, and mixed-grass aspen-pine forests. The tree layer is formed by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Pinus sylvestrus</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., in different parts it is also dominated by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Quercus robur</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Carpinus betulus</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L., and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Populus tremula</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L. Crown closure is 0.5–0.6. The undergrowth is formed by </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Prunus spinosa</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Spiraea hypericifolia</i></span></span><span style="font-size: medium;"><span lang="en-GB"> L, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Rhododendron luteum</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Sweet., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Corylus avellana </i></span></span><span style="font-size: medium;"><span lang="en-GB">L., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Ribes aureum</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Pursh, and </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Sambucus nigra </i></span></span><span style="font-size: medium;"><span lang="en-GB">L</span></span><span style="font-size: medium;"><span lang="en-GB"><i>. </i></span></span><span style="font-size: medium;"><span lang="en-GB">The ground cover TPC in different types of forest ranges between 5–80%. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">K.Yu. Golgofskaya (1967) developed a fractional classification scheme of forest typology for the Caucasian reserve; the scheme includes, in particular, 24 forest types where coniferous species dominate the stands. The author identified the following groups: stony beech-fir forests, Colchian-shrub fir forests, medium-grass fescue fir forests, reedgrass fir forests, cliff fir forests, saber-shaped beech fir forests, mixed deciduous fir forests, stony spruce forests, moss spruce forests, medium-grass fescue spruce forests, reedgrass pine forests, grass pine forests, azalea pine forests, and mixed-grass pine forests, which were not found within the territory of the eastern part of the Caucasian reserve. However, for the study area, the classification scheme includes the groups of mixed-grass spruce forests and fern spruce forests, as well as the group of multi-storeyed pine forests including mixed-grass oak-pine, azalea oak-pine, mixed-grass hornbeam-pine, and mixed-grass aspen-pine forest types, which are not reported in previous studies on the territory of the Caucasian reserve. In his work, S. M. Bebia (2002) gives a detailed classification typological scheme of the Caucasus fir forests. The author identifies the groups of mixed-grass fir and fern fir forests, which we also found on the territory of the study area. S. M. Bebia also identifies groups of fescue fir forests, fir forests with Colchian undergrowth, and mixed-grass subalpine fir forests, which we could not identify on the territory of the Malaya Laba river basin. According to our research, the following forest types with the participation of the Nordmann fir were identified on the territory of the eastern part of the reserve: oxalis beech-fir, dead-soil beech-fir, impatiens beech-fir, fern fir-beech, and fern fir forest types. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The spatial parameters for the identified forest type groups and specifically forest types are distributed as follows. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of mixed-grass fir forests</b></i></span><span lang="en-GB">.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><u>Oxalis beech-fir</u></i></span><u> </u><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest occupies the largest area (7.604 ha, 19.6% of the forested area) of all the identified groups of forests; it is common at altitudes ranging from 600 to 2,200 m above sea level on the slopes of moderate steepness (15–20</span><span lang="en-GB">°</span><span lang="en-GB">) </span><span lang="en-GB">with </span><span lang="en-GB">the northern and north-western slope direction.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><u> <span style="font-size: medium;"><span lang="en-GB"><i>dead-soil</i></span></span></u><span style="font-size: medium;"><i><u> </u></i><span lang="en-GB"><i><u>beech-fir </u></i></span><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest occupies an area of about 350 hectares on the slopes of moderate steepness (20–27</span><sup><span lang="en-GB">o</span></sup><span lang="en-GB">) </span><span lang="en-GB">with </span><span lang="en-GB">the eastern and south-eastern direction.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><u>Impatiens</u></i></span><u> </u><span lang="en-GB"><i><u>beech-fir </u></i></span><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest occupies an area of about 200 hectares </span><span lang="en-GB">with </span><span lang="en-GB">the southern and south-eastern slopes of moderate steepness (16-21</span><span lang="en-GB">°</span><span lang="en-GB">).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of fern fir forests.</b></i></span><span lang="en-GB"> In this group, one forest type was identified in the study area, i.e. the </span><span lang="en-GB"><i><u>fern fir</u></i></span><u> </u><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest which occupies about 12.5% of the forested area and can be found on steep slopes (about 30</span><span lang="en-GB">°</span><span lang="en-GB">) with the north-western </span><span lang="en-GB">direction</span><span lang="en-GB">. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of mixed-grass beech forests</b></i></span><span lang="en-GB">. In this group, one forest type was identified in the study area, i.e. the </span><span lang="en-GB"><i><u>oxalis spruce-beech</u></i></span><span lang="en-GB"><i><u> bonitet class I</u></i></span><span lang="en-GB"> forest which occupies about 5 thousand hectares (13%) on gentle and moderately steep </span><span lang="en-US">west-facing </span><span lang="en-GB">slopes (8–17</span><span lang="en-GB">°</span><span lang="en-GB">). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of fern beech forests.</b></i></span><span lang="en-GB"> This is a group of forest types that is very common in the Western Caucasus, and, along with the group of mixed-grass fir forests, it is the most represented group in terms of the occupied area (about 30% of the forested area). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i>The </i></span><span lang="en-GB"><i><u>spruce-beech fern </u></i></span><span lang="en-GB"><i><u>bonitet class I</u></i></span><span lang="en-GB"> forest occupies about 6 thousand hectares (16%) on flattened west and north-west-facing slopes (5</span><span lang="en-GB">°</span><span lang="en-GB"> on average). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i>The </i></span><span lang="en-GB"><i><u>fern fir-beech </u></i></span><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest occupies 5.100 hectares (13%) on gentle </span><span lang="en-GB">west and south-west-facing </span><span lang="en-GB">slopes (10</span><sup><span lang="en-GB">o</span></sup><span lang="en-GB">).</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of fern spruce forests.</b></i></span><span lang="en-GB"> This group is represented by one forest type, i.e. the </span><span lang="en-GB"><i><u>fern beech-spruce </u></i></span><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest which occupies an area of 2.9 thousand hectares (7.5%) on gentle south-facing slopes (9.8</span><span lang="en-GB">°</span><span lang="en-GB">). </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of mixed-grass spruce forests</b></i></span><span lang="en-GB"> is also represented by one forest type, i.e. the </span><span lang="en-GB"><i><u>dead-soil beech-spruce </u></i></span><span lang="en-GB"><i><u>bonitet class II</u></i></span><span lang="en-GB"> forest which occupies a small area of 179 hectares (0.46%) on the gentle south-east-facing slopes. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i><b>The group of </b></i></span><i><b>multi-storeyed</b></i> <i><b>pine</b></i> <span lang="en-GB"><i><b>forests</b></i></span><span lang="en-GB"> is represented by the following forest types: </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">the</span><i> </i><span lang="en-GB"><i><u>mixed-grass oak-pine</u></i></span><span lang="en-GB"> forest occupies an area of 643 hectares (1.66%) on the south-south-east-facing slopes of moderate steepness (22</span><span lang="en-GB">°</span><span lang="en-GB">); </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">the</span><i> </i><span lang="en-GB"><i><u>azalea oak-pine</u></i></span><span lang="en-GB"> forest occupies 339 ha (0.87%) on the slopes of moderate steepness (28</span><span lang="en-GB">°</span><span lang="en-GB">) </span><span lang="en-GB">with </span><span lang="en-GB">the southern direction.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The </span><span lang="en-GB"><i><u>mixed-grass hornbeam-pine</u></i></span><span lang="en-GB"> forest</span><i> </i><span lang="en-GB">occupies about 3 thousand hectares (7.8%) on the slopes of moderate steepness (17.5</span><sup><span lang="en-GB">o</span></sup><span lang="en-GB">) </span><span lang="en-GB">with </span><span lang="en-GB">the eastern and south-eastern direction. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">The </span><span lang="en-GB"><i><u>mixed-grass aspen-pine</u></i></span><span lang="en-GB"> forest occupies an area of 2.2 thousand hectares (5.85%) on the south-south-east-facing slopes of moderate steepness (18</span><span lang="en-GB">°</span><span lang="en-GB">). </span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB">The largest area among the identified forest types in this model is occupied by the oxalis beech-fir forest type, the least represented are the dead-soil (beech-spruce and beech-fir) types (Table 2).</span></span></span></p>
<p align="RIGHT"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>Table 2.</b></span></span><span style="font-size: medium;"><span lang="en-GB"> Areas of the main types of </span></span><span style="font-size: medium;"><span lang="en-GB">coniferous and coniferous-deciduous</span></span><span style="font-size: medium;"><span lang="en-GB"> forests of the Caucasian reserve</span></span></span></p>
<table border="1" width="638" cellspacing="0" cellpadding="7">
<colgroup>
<col width="22" />
<col width="336" />
<col width="55" />
<col width="52" />
<col width="101" /> </colgroup>
<tbody>
<tr>
<td rowspan="2" width="22" height="19">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">No.</span></p>
</td>
<td rowspan="2" width="336">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Forest type</span></p>
</td>
<td colspan="2" width="121">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">Area</span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">% of forest area</span></p>
</td>
</tr>
<tr>
<td width="55">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">pixel</span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">ha</span></p>
</td>
<td width="101"></td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk535135772"></a>1</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Dead-soil beech-spruce </span><span lang="en-GB">bonitet class II</span><span lang="en-GB"> forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">1</span>.<span lang="en-GB">992</span></span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">179.28</span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.46</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">2</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Fern beech-spruce </span><span lang="en-GB">bonitet class II</span><span lang="en-GB"> forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">32</span>.<span lang="en-GB">098</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">2.888.82</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">7.45</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">3</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Oxalis beech-fir </span><span lang="en-GB">bonitet class II </span><span lang="en-GB">forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">84</span>.<span lang="en-GB">496</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">7.604.64</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">19.62</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">4</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Dead-soil beech-fir </span><span lang="en-GB">bonitet class II </span><span lang="en-GB">forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">3</span>.<span lang="en-GB">882</span></span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">349.38</span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.90</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">5</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Impatiens beech-fir </span><span lang="en-GB">bonitet class II </span><span lang="en-GB">forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">2</span>.<span lang="en-GB">244</span></span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">201.96</span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.52</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">6</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Mixed-grass hornbeam-pine forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">33</span>.<span lang="en-GB">927</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">3.053.43</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">7.88</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">7</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Azalea oak-pine forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">3</span>.<span lang="en-GB">765</span></span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">338.85</span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">0.87</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">8</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Mixed-grass oak-pine forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">7</span>.<span lang="en-GB">153</span></span></p>
</td>
<td width="52">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">643.77</span></p>
</td>
<td width="101">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">1.66</span></span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">9</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Fern spruce-beech </span><span lang="en-GB">bonitet class I </span><span lang="en-GB">forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">69</span>.<span lang="en-GB">091</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">6.218.19</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">16.05</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">10</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Oxalis spruce-beech </span><span lang="en-GB">bonitet class I</span><span lang="en-GB"> forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">55</span>.<span lang="en-GB">936</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">5.034.24</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">12.99</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">11</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Mixed-grass aspen-pine forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">25</span>.<span lang="en-GB">201</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">2.268.09</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">5.85</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">12</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Fern fir </span><span lang="en-GB">bonitet class II forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">5</span>.<span lang="en-GB">145</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">4.873.05</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">12.57</span></p>
</td>
</tr>
<tr>
<td width="22" height="6">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">13</span></p>
</td>
<td valign="TOP" width="336"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">Fern fir-beech </span><span lang="en-GB">bonitet class II forest</span></span></td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">56</span>.<span lang="en-GB">673</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span lang="en-GB">5.100.57</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;">13.16</span></p>
</td>
</tr>
<tr>
<td colspan="2" valign="TOP" width="372" height="1">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">Total</span></p>
</td>
<td width="55">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">430</span>.<span lang="en-GB">603</span></span></p>
</td>
<td width="52">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><span lang="en-GB">38.754</span></span></p>
</td>
<td width="101">
<p lang="en-GB" align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;">100</span></p>
</td>
</tr>
</tbody>
</table>
</div>
<div id="Раздел6" dir="LTR">
<p lang="en-GB" align="CENTER"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><b>CONCLUSION</b></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Thus, according to the results of field work on the territory of the eastern part of the Caucasian reserve, 13 types of forest were identified and further distributed into 7 groups of forest types: fern spruce forests, mixed-grass spruce forests, fern beech forests, mixed-grass beech forests, fern fir forests, mixed-grass fir forests, and multi-storeyed pine forests. The forest stands in the studied forest types are mainly of different ages, multi-storeyed, highly closed, of medium or high density. </span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">According to the developed model, the area of forests dominated by coniferous species in the research area is 38.8 thousand ha (14% of the study area). They are mainly confined to the steep (25–30</span><span lang="en-GB">°</span><span lang="en-GB"> or more) northern and western slopes (60–70% of the area of the slopes of these directions), with altitudes ranging from 1.000 to 2.000 m above sea level. </span></span></span></p>
<p align="JUSTIFY"><span style="color: #000000; font-family: times new roman, times, serif;"><span style="font-size: medium;"><span lang="en-GB">In the future, the classification typological scheme of coniferous and coniferous-deciduous forests of the Western Caucasus will be expanded and specified. Also, the obtained parametric values of the discriminant functions and the average values of predictors allow using them in the future when recognizing and classifying forest types from the previous period images to develop a model of the spatial and temporal dynamics of the Western Caucasus forests. </span></span></span></p>
</div>
<div id="Раздел7" dir="LTR"></div>
<div id="Раздел8" dir="LTR">
<p align="CENTER"><span style="font-family: times new roman, times, serif; color: #000000;"><a style="color: #000000;" name="_Hlk12608017"></a> <span style="font-size: medium;"><span lang="en-GB"><b>REFERENCES</b></span></span></span></p>
</div>
<div id="Раздел9" dir="LTR">
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Bartalev S.S., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Razrabotka metodiki regional&#8217;noj jekologicheskoj ocenki sostojanija lesov po dannym sputnikovyh nabljudenij Avtoref. diss. &#8230; kand. tehn. nauk </i></span></span><span style="font-size: medium;"><span lang="en-GB">(Development of a methodology for regional environmental assessment of forest condition based on satellite observations. Candidate’s biol. sci. thesis), Moscow, 2006. 21 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Bebija S.M.,</span></span><span style="font-size: medium;"><span lang="en-GB"><i> Pihtovye lesa Kavkaza </i></span></span><span style="font-size: medium;"><span lang="en-GB">(Caucasus fir forests), Moscow, Izd-vo MGUL, 2002, 237 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Fick S.E., Hijmans R.J.,</span></span><i> </i><span style="font-size: medium;"><span lang="en-GB">Worldclim 2: New 1-km spatial resolution climate surfaces for global land areas, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>International Journal of Climatology</i></span></span><span style="font-size: medium;"><span lang="en-GB">, 2017, No. 37, pp. 4302–4315.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB">Golgofskaya K.Yu., Tipy bukovyh i pihtovyh lesov bassejna r. Beloj i ih klassifikacija (Types of beech and fir forests of the Belaya river basin and their classification), </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Trudy Kavkazskogo gosudarstvennogo zapovednika</i></span></span><span style="font-size: medium;"><span lang="en-GB">, 1967, No. 9, pp. 157-284.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Isaev A.S., Chernen&#8217;kova T.V., Monitoring bioraznoobrazija lesov: podhody i rezul&#8217;taty (Forest biodiversity monitoring: approaches and results), </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Lesnye resursy taezhnoj zony Rossii: problemy lesopol&#8217;zovanija i lesovosstanovlenija</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Forest Resources of the Taiga Zone of Russia: Problems of Forest Management and Reforestation), Petrozavodsk, September 30 – October 03 2009, Petrozavodsk: KarNC RAN, 2009, pp. 60-62.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Komarova A.F., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Raznoobrazie temnohvojnyh lesov Severo-zapadnogo Kavkaza i zakonomernosti ih prostranstvennogo raspredelenija,</i></span></span><span style="font-size: medium;"><span lang="en-GB"> Diss. … kand. biol. nauk (Diversity of dark coniferous forests of the North-Western Caucasus and pattern of their spatial distribution), Moscow, 2017, 174 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Kozlov D.N., Puzachenko M.Ju., Fedjaeva M.V., Puzachenko Ju.G., Otobrazhenie prostranstvennogo var&#8217;irovanija svojstv landshaftnogo pokrova na osnove distancionnoj informacii i cifrovoj modeli rel&#8217;efa (Mapping of spatial variation of landscape cover properties based on distance information and digital elevation model),</span></span><span style="font-size: medium;"><span lang="en-GB"><i> Izvestija RAN. Serija geograficheskaja</i></span></span><span style="font-size: medium;"><span lang="en-GB">. 2008. No. 4. pp. 112-124.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i> McNally A., Arsenault K., Kumar S., Shukla S., Peterson P., Wang S., Funk C., Peters-Lidard C.D., Verdin J.P.,</i></span></span><span style="font-size: medium;"><span lang="en-GB"> A land data assimilation system for sub-Saharan Africa food and water security applications, </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Scientific Data</i></span></span><span style="font-size: medium;"><span lang="en-GB">, 2017, No. 4, p. 170012.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Neronov V.V., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Polevaja praktika po geobotanike v srednej polose evropejskoj Rossii: Metodicheskoe posobie</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Field practice in geobotany in Central European Russia: Methodical manual), </span></span><span style="font-size: medium;"><span lang="en-GB">Moscow</span></span><span style="font-size: medium;"><span lang="en-GB">: Izd-vo Centra ohrany dikoj prirody, 2002, 139 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Puzachenko Ju.G., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Matematicheskie metody v jekologicheskih i geograficheskih issledovanijah</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Mathematical methods in environmental and geographical research), Moscow: Akademija, 2004, 408 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Sandlerskij R.B., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Termodinamicheskie harakteristiki juzhno-taezhnyh biogeocenozov na osnove distancionnoj informacii (jug Valdajskoj vozvyshennosti, Central&#8217;no-Lesnoj zapovednik) Avtoref. diss. … kand. biol. nauk.</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Thermodynamic characteristics of southern taiga biogeocenoses based on remote information (south of Valdai Upland, Central Forest Reserve), Moscow, 2013. 26 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Sukachev V.N. </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Dinamika lesnyh biogeocenozov</i></span></span><span style="font-size: medium;"><span lang="en-GB">, In: </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Osnovi lesnoi biogeocenologii</i></span></span><span style="font-size: medium;"><span lang="en-GB">, Moscow, 1964, pp. 458–486.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Sukachev V.N., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Izbrannye trudy. Osnovy lesnoj tipologii i biogeocenologii</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Selected Works. Basics of forest typology and biogeocenology), Leningrad: Nauka, 1972, 418 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Sukachev V.N., Zonn S.V., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Metodicheskie ukazanija k izucheniju tipov lesa</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Guidelines for the study of forest types), </span></span><span style="font-size: medium;"><span lang="en-GB">Moscow</span></span><span style="font-size: medium;"><span lang="en-GB">: Izd-vo AN SSSR, 1961, 144 p.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Tembotova F.A., Pshegusov R.H., Tlupova Ju.M., Lesa severnogo makrosklona Central&#8217;nogo Kavkaza (jel&#8217;brusskij i terskij varianty pojasnosti) (Forests of the northern macroslope of the Central Caucasus (Elbrus and Terek variants of zonality)), In: </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Raznoobrazie i dinamika lesnyh jekosistem Rossii</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (Diversity and dynamics of forest ecosystems of Russia), Moscow: KMK, 2012, pp. 227-251.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><i> Wood J., The Geomorphological Characterization of Digital Elevation Models. Ph.D. thesis</i></span></span><span style="font-size: medium;"><span lang="en-GB">, Leicester: University of Leicester, 1996.</span></span></span></p>
<p align="JUSTIFY"><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"> Zagreev V.V., Suhih V.I., Shvidenko A.Z., Gusev N.N., Moshkalev A.G., </span></span><span style="font-size: medium;"><span lang="en-GB"><i>Obshhesojuznye normativy dlja taksacii lesov: Spravochnik</i></span></span><span style="font-size: medium;"><span lang="en-GB"> (All-Union regulations for forest taxation: a Handbook), </span></span><span style="font-size: medium;"><span lang="en-GB">Moscow</span></span><span style="font-size: medium;"><span lang="en-GB">: Kolos, 1992. 495 p.</span></span></span></p>
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<p><span style="font-family: times new roman, times, serif; color: #000000;"><span style="font-size: medium;"><span lang="en-GB"><b>Reviewer:</b></span></span> <span style="font-size: medium;"><span lang="en-US">PhD in biology</span></span><span style="font-size: medium;"><span lang="en-GB">, senior researcher N.E. Shevchenko</span></span></span></p>
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