{"id":1849,"date":"2019-03-25T13:35:01","date_gmt":"2019-03-25T10:35:01","guid":{"rendered":"https:\/\/jfsi.ru\/?p=1849"},"modified":"2020-07-19T22:28:39","modified_gmt":"2020-07-19T19:28:39","slug":"2-1-2019-podolskaia-et-all","status":"publish","type":"post","link":"https:\/\/jfsi.ru\/en\/2-1-2019-podolskaia-et-all\/","title":{"rendered":"Using of transportation network model to estimate travelled time and distance for ground access to a forest fire"},"content":{"rendered":"<p style=\"text-align: right;\" align=\"CENTER\"><a href=\"https:\/\/jfsi.ru\/wp-content\/uploads\/2019\/03\/2-1-2019-Podolskaia-et-all..pdf\"><em><span style=\"font-family: georgia, palatino, serif;\">full text<\/span><\/em><\/a><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>E.S. Podolskaia<\/strong><\/span><\/span><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>1<\/strong><\/span><\/span><\/sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>, K.A. Kovganko<\/strong><\/span><\/span><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>1<\/strong><\/span><\/span><\/sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>, D.V. Ershov<\/strong><\/span><\/span><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>1<\/strong><\/span><\/span><\/sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>, P.P. Shulyak<\/strong><\/span><\/span><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>1<\/strong><\/span><\/span><\/sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>, A.I. Suchkov<\/strong><\/span><\/span><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>2<\/strong><\/span><\/span><\/sup><\/span><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>1<\/em><\/span><\/span><\/sup> <span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Center for Forest Ecology and Productivity of the RAS<\/em><\/span><\/span><\/span><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><em><span style=\"font-size: medium;\"><span lang=\"en-US\">Profsoyuznaya st. 84\/32 bldg. 14, Moscow, 117997, Russia<\/span><\/span><\/em><\/span><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>2 <\/em><\/span><\/span><\/sup><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Irkutsk Regional Dispatching Service<\/em><\/span><\/span><\/span><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><em><span style=\"font-size: medium;\"><span lang=\"en-US\">Deputatskaya st. bldg. 85, Irkutsk, 664081, Russia<\/span><\/span><\/em><\/span><\/p>\n<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: podols_kate@mail.ru<\/span><\/span><\/span><\/p>\n<p align=\"CENTER\"><span style=\"color: #000000; font-family: 'times new roman', times, serif;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Received 11 January 2019<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"> <span style=\"font-size: medium;\"><span lang=\"en-US\">Paper presents research results on <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">an experimental<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en\"> forest fire transportation model which is used to build the <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">shortest access <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en\">routes from the fire stations to the forest fires on the ground for the firefighting trucks. Spatially-distributed data on the fire trucks\u2019 average speed for different types of roads and the elevation values were used in the model for the test area (Irkutsk region of Russia). <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">There were the estimates obtained for the travelled time and distance of special vehicles to access forest fires detected by satellites in 2002 \u2013 2017 within the ground and forest aviation zones of test region; totally, 16251 routes were built and analyzed. The model<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en\"> was validated using the forest fires detected in the ground protection zone. <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">As a result, the access time calculated by the model for 98% (2661) of forest fires is less than three hours. <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en\">Transport model can be used to choice a way<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> to deliver the<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en\"> forces and fire equipment (ground or air) to the forest fires. Multi-year database of access routes is a useful information to correct the boundaries of forest fire protection zones annually.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>Key words:<\/strong><\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\"><em>transport model, ArcGIS, Network Analyst, forest fir, fire protection zones, fire station<\/em><\/span><\/span><\/span><\/p>\n<p align=\"CENTER\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><strong>REFERENCES<\/strong><\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Abousaeidi M., Fauzi R., Muhamad R., Geographic Information System (GIS) modeling approach to determine the fastest delivery routes, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Saudi Journal of Biological Sciences,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2016, Vol. 23, pp. 555-564. <\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Abousaeidi M., Fauzi R., Muhamad R., Determining efficient delivery routes in specific time-frames using Geographic Information System,<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em> Journal of Environmental Biology, <\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">September 2016, Vol. 37 (Special Issue), pp. 1167-1176. <\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Akay A., Aziz B.,<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> GIS-Based forest road network model for forest protection purposes, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>38th Annual COFE Meeting. 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Priorities on development of informational support<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Siberian Forest Journal,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2017, No 5, pp. 18-24.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Kumar P., Singh V., Reddy D., Advanced traveler information system for Hyderabad City, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>IEEE Transactions on intelligent transportation systems, <\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">2005, Vol. 6 (1), pp. 26-37.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Liu S., Zhu X., Accessibility analyst: an integrated GIS tool for accessibility analysis in urban transportation planning, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Environment and Planning, Planning and Design,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2004, Vol. 31, pp. 105-124. <\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Loupian<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> E.A., Mazurov A.A., Flitman E.V., Ershov D.V., Korovin G.N., Novik V.P., Abushenko N.A., Altyntsev D.A., Koshelev V.V., Tashchilin S.A., Tatarnikov A.V., Csiszar I., Sukhinin A.I., Ponomarev E.I., Afonin S.V., Belov, V.V., Matvienko G.G., Loboda T., <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Satellite monitoring of forest fires in Russia at federal and regional levels, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Mitigation and Adaptation Strategies for Global Change,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2006, Vol. 11, No 1, pp. 113-145. <\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Malladi T., <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Sowlati<\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\">T., <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Optimization of operational level transportation planning in forestry: a review, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>International Journal of Forest Engineering,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2017, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Vol. 28, <a style=\"color: #000000;\" href=\"https:\/\/www.tandfonline.com\/toc\/tife20\/28\/3\">Issue 3<\/a>. <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">p. 198-210.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Metodicheskie rekomendacii po primeneniju sil i sredstv dlja tushenija lesnyh pozharov<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> (Recommendations on the use of forces and technical means to extinguishing forest fires, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Emercom<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> of Russia, dated 16.07.2014 N 2-4-87-9-18), <a style=\"color: #000000;\" href=\"http:\/\/legalacts.ru\/doc\/metodicheskie-rekomendatsii-po-primeneniiu-sil-i-sredstv-dlja-tushenija\/\">http:\/\/legalacts.ru\/doc\/metodicheskie-rekomendatsii-po-primeneniiu-sil-i-sredstv-dlja-tushenija\/<\/a>, 2019, 11 January.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Ni K., Zhang Y.-T., Ma Y.-P., Shortest path analysis based on Dijkstra&#8217;s algorithm in emergency response system, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Telkomnika Indonesian <\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Journal of Electrical Engineering,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2014, Vol. 12 (5), pp. 3476-3482. <\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"es-ES\">NOAA Global ETOPO, <a style=\"color: #000000;\" href=\"https:\/\/www.ngdc.noaa.gov\/mgg\/global\/etopo2.html\">https:\/\/www.ngdc.noaa.gov\/mgg\/global\/etopo2.html<\/a><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">2019, 11 January.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"es-ES\"><em>Ob utverzhdenii klassifikacii prirodnoj pozharnoj opasnosti lesov i klassifikacii pozharnoj opasnosti v lesah v zavisimosti ot uslovij pogody<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Prikaz No 287 (On approval of the classification of natural forest fire danger and the classification of forest fire danger depending on the weather conditions), Order N 287. Federal Forestry Agency (Rosleshoz), 2011. <a style=\"color: #000000;\" href=\"https:\/\/rg.ru\/2011\/08\/24\/pojari-dok.html\">https:\/\/rg.ru\/2011\/08\/24\/pojari-dok.html<\/a>, 2019, 11 January.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Oleynikov V.T., Markov A.G., Problemy razrabotki i ispol&#8217;zovanija geoinformacionnyh sistem v podrazdelenijah MChS Rossii (Problems of development and use of geoinformation systems in divisions of Emercom of Russia), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Fire and explosion safety,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2014, N 8, pp. 32-35.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>PDD, skorost&#8217; dvizhenija<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> (Traffic laws, speed limitations), available at <a style=\"color: #000000;\" href=\"http:\/\/pddgarazh.ru\/pravila\/skorost-dvizheniya.html\">http:\/\/pddgarazh.ru\/pravila\/skorost-dvizheniya.html<\/a>, 2018, 08 November.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Podolskaia E.S., Kovganko K.A., Ershov D.V., Plotnikova A.S., Sozdanie geoinformacionnoj modeli planirovanija optimal&#8217;nogo marshruta peremeshhenija nazemnyh sil i sredstv k mestu tushenija lesnyh pozharov (Creation of geoinformation model to plan an optimal route for ground access to the forest fires), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Proceedings of II International scientific and technical conference<\/em><\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\"><em>\u201cForests of Russia: politics, industry, science and education\u201d<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>.<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> Saint-Petersburg State Forest Technical University, 2017, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">pp. 200-202.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Ponomarev E.I., Kharuk V.I., Yakimov N.D., Rezul&#8217;taty i perspektivy sputnikovogo monitoringa prirodnyh pozharov Sibiri (Current results and perspectives of wildfire satellite monitoring in Siberia), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Siberian Forest Journal,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2017, No 5. pp. 25-36.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Prikaz Ministerstva lesnogo kompleksa Irkutskoj oblasti<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> N<\/span><\/span><span style=\"font-size: medium;\">\u043e<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 52 (Order of Ministry of Forest, Irkutsk region N 52), dated 21.06.2017, available at <a style=\"color: #000000;\" href=\"http:\/\/docs.cntd.ru\/document\/450255889\">http:\/\/docs.cntd.ru\/document\/450255889<\/a>, 2019, 11 January.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Prikaz Rosleshoza<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> N<\/span><\/span><span style=\"font-size: medium;\">\u043e<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 65 (Order of Federal Forestry Agency, Rosleshoz, N<\/span><\/span><span style=\"font-size: medium;\">\u043e<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 65), dated 16.02.2017, available at <a style=\"color: #000000;\" href=\"http:\/\/docs.cntd.ru\/document\/456071028\">http:\/\/docs.cntd.ru\/document\/456071028<\/a>, 2019, 11 January.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Runova E.M., Dolenko M.A., Lesnye pozhary v Irkutskoj oblasti (Forest fires in Irkutsk region), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Proceedings of the Bratsk State University. Series: Natural and Engineering Sciences, <\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">2006, Vol. 1. pp. 90-92.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Runova E.M., Kostyaev V.N., <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">Podhod k proektirovaniju optimal&#8217;noj lesotransportnoj seti s pomoshh&#8217;ju matematicheskogo modelirovanija (<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">An approach to design an optimal forest transport network with mathematical modelling<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">),<\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Systems. Methods. Technology<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">, <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">2012, No 4 (16), pp. 170-176.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"es-ES\">Sokolov A.P., Gerasimov Yu.Yu.<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">,<\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\">Geoinformacionnaja sistema dlja reshenija optimizacionnoj zadachi transportnoj logistiki kruglyh lesomaterialov (Geoinformation system for solving optimization problem of transport logistics for round timber), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>IVUZ Forest Journal,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2009, No 3. pp. 78-85.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Tarantsev <\/span><\/span><span style=\"font-size: medium;\">\u0410<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">.<\/span><\/span><span style=\"font-size: medium;\">\u0410<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">. O probleme razmeshhenija vnov&#8217; sozdavaemyh pozharnyh chastej na territorijah regionov (On the problem of placing newly created fire brigades in the territories of the regions), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Fire and explosion safety<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>,<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> 2013, Vol. 22, No 5, pp. 52-57.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\">Tarantsev <\/span><\/span><span style=\"font-size: medium;\">\u0410<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">.<\/span><\/span><span style=\"font-size: medium;\">\u0410<\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">. Metodika opredelenija mest dislokacii pojetapno sozdavaemyh pozharnyh chastej v sel&#8217;skoj mestnosti i korrektirovki granic rajonov vyezda (Technique of dislocation of places for the fire departments gradually created in rural areas and corrections of boundaries of their departure\u2019s areas), <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Fire and explosion safety<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>,<\/em><\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\">2015, No 4, pp. 72-78.<\/span><\/span><\/span><\/p>\n<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\">Territorial&#8217;nyj organ Federal&#8217;noj sluzhby gosudarstvennoj statistiki po Irkutskoj oblasti. <\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">URL<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">: <\/span><\/span><a style=\"color: #000000;\" href=\"http:\/\/irkutskstat.gks.ru\/wps\/wcm\/connect\/rosstat_ts\/irkutskstat\/ru\/statistics\/enterprises\/transport\/\"><span style=\"font-size: medium;\"><span lang=\"es-ES\">http<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">:\/\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">irkutskstat<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">.<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">gks<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">.<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">ru<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">wps<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">wcm<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">connect<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">rosstat<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">_<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">ts<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">irkutskstat<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">ru<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">statistics<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">enterprises<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"es-ES\">transport<\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\">\/<\/span><\/span><\/a><span style=\"font-size: medium;\"><span lang=\"en-US\">,<\/span><\/span> <span style=\"font-size: medium;\"><span lang=\"en-US\">2019, January 11.<\/span><\/span><\/span><\/p>\n<p align=\"JUSTIFY\"><span style=\"font-family: 'times new roman', times, serif; color: #000000;\"><span style=\"font-size: medium;\"><span lang=\"en-US\"><em>Uslovnye znaki protivopozharnogo ustrojstva lesov<\/em><\/span><\/span><span style=\"font-size: medium;\"><span lang=\"en-US\"> (Legend for the forest fire prevention), Appendix 14, available at <a style=\"color: #000000;\" href=\"http:\/\/docs.cntd.ru\/document\/58817250\">http:\/\/docs.cntd.ru\/document\/58817250<\/a>, 2019, 11 January.<\/span><\/span><\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>full text E.S. Podolskaia1, K.A. Kovganko1, D.V. Ershov1, P.P. Shulyak1, A.I. Suchkov2 1 Center for Forest Ecology and Productivity of the RAS Profsoyuznaya st. 84\/32 bldg. 14, Moscow, 117997, Russia 2 Irkutsk Regional Dispatching&#46;&#46;&#46;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[11],"tags":[],"_links":{"self":[{"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/posts\/1849"}],"collection":[{"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/comments?post=1849"}],"version-history":[{"count":10,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/posts\/1849\/revisions"}],"predecessor-version":[{"id":3364,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/posts\/1849\/revisions\/3364"}],"wp:attachment":[{"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/media?parent=1849"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/categories?post=1849"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/jfsi.ru\/en\/wp-json\/wp\/v2\/tags?post=1849"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}