<?xml version="1.0"?>
<!DOCTYPE article
PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.4 20190208//EN"
       "JATS-journalpublishing1.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="1.4" xml:lang="en">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">Russian Journal of Earth Sciences</journal-id>
   <journal-title-group>
    <journal-title xml:lang="en">Russian Journal of Earth Sciences</journal-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Russian Journal of Earth Sciences</trans-title>
    </trans-title-group>
   </journal-title-group>
   <issn publication-format="online">1681-1208</issn>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="publisher-id">71891</article-id>
   <article-id pub-id-type="doi">10.2205/2023ES000882</article-id>
   <article-id pub-id-type="edn">ilwxrc</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>ОРИГИНАЛЬНЫЕ СТАТЬИ</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>ORIGINAL ARTICLES</subject>
    </subj-group>
    <subj-group>
     <subject>ОРИГИНАЛЬНЫЕ СТАТЬИ</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Study of the Impact of Climatic Changes in 1980–2021 on Railway Infrastructure in the Central and Western Russian Arctic Based on Advanced Electronic Atlas of Hydrometeorological Parameters (Version 2, 2023)</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Study of the Impact of Climatic Changes in 1980–2021 on Railway Infrastructure in the Central and Western Russian Arctic Based on Advanced Electronic Atlas of Hydrometeorological Parameters (Version 2, 2023)</trans-title>
    </trans-title-group>
   </title-group>
   <contrib-group content-type="authors">
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4874-7475</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Гвишиани</surname>
       <given-names>Алексей Джерменович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Gvishiani</surname>
       <given-names>Alexei D.</given-names>
      </name>
     </name-alternatives>
     <email>rjes@wdcb.ru</email>
     <bio xml:lang="ru">
      <p>доктор физико-математических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of physical and mathematical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-1"/>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-9589-6783</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Розенберг</surname>
       <given-names>Игорь Наумович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Rozenberg</surname>
       <given-names>Igor' Naumovich</given-names>
      </name>
     </name-alternatives>
     <email>i.rozenberg@geosc.ru</email>
     <xref ref-type="aff" rid="aff-3"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6476-9471</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Соловьев</surname>
       <given-names>Анатолий Александрович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Soloviev</surname>
       <given-names>Anatoly A</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-4"/>
     <xref ref-type="aff" rid="aff-5"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-8221-4106</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Красноперов</surname>
       <given-names>Роман Игоревич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Krasnoperov</surname>
       <given-names>Roman Igorevich</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-6"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0000-4074-3130</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Шевалдышева</surname>
       <given-names>Ольга Олеговна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Shevaldysheva</surname>
       <given-names>Olga Olegovna</given-names>
      </name>
     </name-alternatives>
     <email>o.shevaldysheva@gcras.ru</email>
     <xref ref-type="aff" rid="aff-7"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-7441-5055</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Костяной</surname>
       <given-names>Андрей Геннадьевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Kostianoy</surname>
       <given-names>Andrey Gennad'evich</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-8"/>
     <xref ref-type="aff" rid="aff-9"/>
     <xref ref-type="aff" rid="aff-10"/>
     <xref ref-type="aff" rid="aff-11"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4976-7136</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Лебедев</surname>
       <given-names>Сергей Анатольевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Lebedev</surname>
       <given-names>Sergey Anatol'evich</given-names>
      </name>
     </name-alternatives>
     <bio xml:lang="ru">
      <p>доктор физико-математических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of physical and mathematical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-12"/>
     <xref ref-type="aff" rid="aff-13"/>
     <xref ref-type="aff" rid="aff-14"/>
     <xref ref-type="aff" rid="aff-15"/>
    </contrib>
    <contrib contrib-type="author">
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Дубчак</surname>
       <given-names>Ирина Александровна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Dubchak</surname>
       <given-names>Irina Aleksandrovna</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-16"/>
    </contrib>
    <contrib contrib-type="author">
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Сазонов</surname>
       <given-names>Николай В.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Sazonov</surname>
       <given-names>Nikolay V.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-17"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0008-6127-4546</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Никитина</surname>
       <given-names>Изабелла Михайловна</given-names>
      </name>
      <name xml:lang="en">
       <surname>Nikitina</surname>
       <given-names>Isabella Mihaylovna</given-names>
      </name>
     </name-alternatives>
     <bio xml:lang="ru">
      <p>кандидат технических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>candidate of technical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-18"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-6925-9860</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Гвоздик</surname>
       <given-names>Софья А.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Gvozdik</surname>
       <given-names>Sofia A.</given-names>
      </name>
     </name-alternatives>
     <email>sonyagvozdik1@gmail.com</email>
     <xref ref-type="aff" rid="aff-19"/>
     <xref ref-type="aff" rid="aff-20"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0000-6955-2493</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Сергеев</surname>
       <given-names>Владимир Николаевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Sergeev</surname>
       <given-names>Vladimir Nikolaevich</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-21"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0000-8662-3679</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Гвоздик</surname>
       <given-names>Георгий Александрович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Gvozdik</surname>
       <given-names>Georgy Aleksandrovich</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-22"/>
     <xref ref-type="aff" rid="aff-23"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <city>Москва</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of the Russian Academy of Sciences</institution>
     <city>Moscow</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-2">
    <aff>
     <institution xml:lang="ru">Институт физики Земли им. О.Ю. Шмидта Российской академии наук</institution>
     <city>Москва</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Schmidt Institute of the Physics of the Earth Russian Academy of Sciencies</institution>
     <city>Moscow</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-3">
    <aff>
     <institution xml:lang="ru">Российский университет транспорта</institution>
     <city>Moscow</city>
     <country>RU</country>
    </aff>
    <aff>
     <institution xml:lang="en">Russian University of Transport</institution>
     <city>Moscow</city>
     <country>RU</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-4">
    <aff>
     <institution xml:lang="ru">Геофизический центр РАН</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center RAS</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-5">
    <aff>
     <institution xml:lang="ru">Институт физики Земли им. О. Ю. Шмидта РАН</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Schmidt institute of physics of the Earth of the RAS</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-6">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-7">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-8">
    <aff>
     <institution xml:lang="ru">Институт океанологии им. П.П. Ширшова РАН</institution>
    </aff>
    <aff>
     <institution xml:lang="en">P.P.Shirshov Institute of Oceanology of the Russian Academy of Science</institution>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-9">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской академии наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center, Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-10">
    <aff>
     <institution xml:lang="ru">Майкопский государственный технологический университет</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Maykop State Technological University</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-11">
    <aff>
     <institution xml:lang="ru">Московский университет имени С. Ю. Витте</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">S. Yu. Witte Moscow University</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-12">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-13">
    <aff>
     <institution xml:lang="ru">Майкопский государственный технологический университет</institution>
    </aff>
    <aff>
     <institution xml:lang="en">Maikop State Technological University</institution>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-14">
    <aff>
     <institution xml:lang="ru">Национальный исследовательский университет «МИЭТ»</institution>
    </aff>
    <aff>
     <institution xml:lang="en">National Research University of Electronic Technology</institution>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-15">
    <aff>
     <institution xml:lang="ru">Институт океанологии имени П. П. Ширшова РАН</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Shirshov Institute of Oceanology, Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-16">
    <aff>
     <institution xml:lang="ru">Российский университет транспорта (МИИТ)</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Russian University of Transport (MIIT)</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-17">
    <aff>
     <institution xml:lang="ru">Научно-исследовательский и проектно-конструкторский институт информатизации, автоматизации и связи на железнодорожном транспорте</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Research and Design Institute of Informatization, Automation and Communications in Railway Transport</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-18">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-19">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <city>Москва</city>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <city>Moscow</city>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-20">
    <aff>
     <institution xml:lang="ru">Кафедра наук о Земле и окружающей среде, Миланский университет Бикокка</institution>
     <country>Италия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Department of Earth and Environmental Sciences, University of Milano-Bicocca</institution>
     <country>Italy</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-21">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-22">
    <aff>
     <institution xml:lang="ru">Геофизический центр Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Geophysical Center of Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-23">
    <aff>
     <institution xml:lang="ru">Московский государственный университет имени М.В.Ломоносова</institution>
    </aff>
    <aff>
     <institution xml:lang="en">Lomonosov Moscow State University</institution>
    </aff>
   </aff-alternatives>
   <pub-date publication-format="print" date-type="pub" iso-8601-date="2023-12-15T00:00:00+03:00">
    <day>15</day>
    <month>12</month>
    <year>2023</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2023-12-15T00:00:00+03:00">
    <day>15</day>
    <month>12</month>
    <year>2023</year>
   </pub-date>
   <volume>23</volume>
   <issue>5</issue>
   <fpage>1</fpage>
   <lpage>21</lpage>
   <history>
    <date date-type="received" iso-8601-date="2023-11-18T00:00:00+03:00">
     <day>18</day>
     <month>11</month>
     <year>2023</year>
    </date>
    <date date-type="accepted" iso-8601-date="2023-12-19T00:00:00+03:00">
     <day>19</day>
     <month>12</month>
     <year>2023</year>
    </date>
   </history>
   <self-uri xlink:href="https://rjes.ru/en/nauka/article/71891/view">https://rjes.ru/en/nauka/article/71891/view</self-uri>
   <abstract xml:lang="ru">
    <p>Arctic zone of the Russian Federation (AZRF) is the region of intensive economic development. In this regard, it is critical to give an adequate assessment of natural factors that may have a negative impact on the growing technological infrastructure. Rapid climate change effects show a significant influence on this activity, including the railway network development. Hence, the decision-making community requires relevant information on climatic variations that can put at hazard the construction and operation of railway facilities. This paper presents the analysis of climatic changes within the region of Central and Western Russian Arctic in 1980–2021. It was performed using the new electronic Atlas of climatic variations in main hydrometeorological parameters, created for the Russian Railways in 2023. This geoinformatic product includes about 400 digital maps reflecting the variability of seven climatic parameters over more than four decades within the studied region. These parameters are air temperature, total precipitation, wind speed, soil temperature, soil moisture content, air humidity, and snow cover thickness. The analysis of climatic maps and their comparison between selected periods showed spatial and temporal heterogeneity of climatic variations in this region. This justifies the feasibility of further research using additional analytical instruments, such as Hovmöller diagrams, time series graphs, etc. The implementation of advanced geoinformatic products in the practice of the Russian Railways will facilitate sustainable development of its infrastructure in rapidly altering climatic conditions.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>Arctic zone of the Russian Federation (AZRF) is the region of intensive economic development. In this regard, it is critical to give an adequate assessment of natural factors that may have a negative impact on the growing technological infrastructure. Rapid climate change effects show a significant influence on this activity, including the railway network development. Hence, the decision-making community requires relevant information on climatic variations that can put at hazard the construction and operation of railway facilities. This paper presents the analysis of climatic changes within the region of Central and Western Russian Arctic in 1980–2021. It was performed using the new electronic Atlas of climatic variations in main hydrometeorological parameters, created for the Russian Railways in 2023. This geoinformatic product includes about 400 digital maps reflecting the variability of seven climatic parameters over more than four decades within the studied region. These parameters are air temperature, total precipitation, wind speed, soil temperature, soil moisture content, air humidity, and snow cover thickness. The analysis of climatic maps and their comparison between selected periods showed spatial and temporal heterogeneity of climatic variations in this region. This justifies the feasibility of further research using additional analytical instruments, such as Hovmöller diagrams, time series graphs, etc. The implementation of advanced geoinformatic products in the practice of the Russian Railways will facilitate sustainable development of its infrastructure in rapidly altering climatic conditions.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>Climate change</kwd>
    <kwd>Russian Arctic</kwd>
    <kwd>GIS</kwd>
    <kwd>railway development</kwd>
    <kwd>hydrometeorological parameters</kwd>
    <kwd>electronic atlas</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>Climate change</kwd>
    <kwd>Russian Arctic</kwd>
    <kwd>GIS</kwd>
    <kwd>railway development</kwd>
    <kwd>hydrometeorological parameters</kwd>
    <kwd>electronic atlas</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="ru">The research was done in the framework of the Russian Science Foundation Project No. 21-77-30010 (2021–2024) “System analysis of geophysical process dynamics in the Russian Arctic and their impact on the development and operation of the railway infrastructure”.</funding-statement>
    <funding-statement xml:lang="en">The research was done in the framework of the Russian Science Foundation Project No. 21-77-30010 (2021–2024) “System analysis of geophysical process dynamics in the Russian Arctic and their impact on the development and operation of the railway infrastructure”.</funding-statement>
   </funding-group>
  </article-meta>
 </front>
 <body>
  <p></p>
 </body>
 <back>
  <ref-list>
   <ref id="B1">
    <label>1.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">2023-2024 European windstorm season (2023), Wikipedia. The Free Encyclopedia, https://en.wikipedia.org/wiki/2023-24_European_windstorm_season, (visited on 09.11.2023).</mixed-citation>
     <mixed-citation xml:lang="en">2023-2024 European windstorm season (2023), Wikipedia. The Free Encyclopedia, https://en.wikipedia.org/wiki/2023-24_European_windstorm_season, (visited on 09.11.2023).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B2">
    <label>2.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">AMAP (2021), Arctic Climate Change Update 2021: Key Trends and Impacts, Summary for Policy-Makers, 16 pp., Arctic Monitoring and Assessment Programme (AMAP), Tromsø, Norway.</mixed-citation>
     <mixed-citation xml:lang="en">AMAP (2021), Arctic Climate Change Update 2021: Key Trends and Impacts, Summary for Policy-Makers, 16 pp., Arctic Monitoring and Assessment Programme (AMAP), Tromsø, Norway.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B3">
    <label>3.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Andersson, E., J. Häggström, M. Sima, and S. Stichel (2004), Assessment of train-overturning risk due to strong crosswinds, Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 218(3), 213-223, https://doi.org/10.1243/0954409042389382.</mixed-citation>
     <mixed-citation xml:lang="en">Andersson, E., J. Häggström, M. Sima, and S. Stichel (2004), Assessment of train-overturning risk due to strong crosswinds, Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 218(3), 213-223, https://doi.org/10.1243/0954409042389382.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B4">
    <label>4.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Baker, C. J., J. Jones, F. Lopez-Calleja, and J. Munday (2004), Measurements of the cross wind forces on trains, Journal of Wind Engineering and Industrial Aerodynamics, 92(7-8), 547-563, https://doi.org/10.1016/j.jweia.2004.03.002.</mixed-citation>
     <mixed-citation xml:lang="en">Baker, C. J., J. Jones, F. Lopez-Calleja, and J. Munday (2004), Measurements of the cross wind forces on trains, Journal of Wind Engineering and Industrial Aerodynamics, 92(7-8), 547-563, https://doi.org/10.1016/j.jweia.2004.03.002.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B5">
    <label>5.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Baker, C. J., L. Chapman, A. Quinn, and K. Dobney (2009), Climate change and the railway industry: A review, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 224(3), 519-528, https://doi.org/10.1243/09544062JMES1558.</mixed-citation>
     <mixed-citation xml:lang="en">Baker, C. J., L. Chapman, A. Quinn, and K. Dobney (2009), Climate change and the railway industry: A review, Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 224(3), 519-528, https://doi.org/10.1243/09544062JMES1558.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B6">
    <label>6.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Bentamy, A., J. F. Piollé, A. Grouazel, R. Danielson, S. Gulev, F. Paul, H. Azelmat, P. P. Mathieu, K. von Schuckmann, S. Sathyendranath, H. Evers-King, I. Esau, J. A. Johannessen, C. A. Clayson, R. T. Pinker, S. A. Grodsky, M. Bourassa, S. R. Smith, K. Haines, M. Valdivieso, C. J. Merchant, B. Chapron, A. Anderson, R. Hollmann, and S. A. Josey (2017), Review and assessment of latent and sensible heat flux accuracy over the global oceans, Remote Sensing of Environment, 201, 196-218, https://doi.org/10.1016/j.rse.2017.08.016.</mixed-citation>
     <mixed-citation xml:lang="en">Bentamy, A., J. F. Piollé, A. Grouazel, R. Danielson, S. Gulev, F. Paul, H. Azelmat, P. P. Mathieu, K. von Schuckmann, S. Sathyendranath, H. Evers-King, I. Esau, J. A. Johannessen, C. A. Clayson, R. T. Pinker, S. A. Grodsky, M. Bourassa, S. R. Smith, K. Haines, M. Valdivieso, C. J. Merchant, B. Chapron, A. Anderson, R. Hollmann, and S. A. Josey (2017), Review and assessment of latent and sensible heat flux accuracy over the global oceans, Remote Sensing of Environment, 201, 196-218, https://doi.org/10.1016/j.rse.2017.08.016.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B7">
    <label>7.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Bosilovich, M. G., R. Lucchesi, and M. Suarez (2016), MERRA-2: File Specification. GMAO Office Note No. 9 (Version 1.1), http://gmao.gsfc.nasa.gov/pubs/office_notes, Global Modeling and Assimilation Office.</mixed-citation>
     <mixed-citation xml:lang="en">Bosilovich, M. G., R. Lucchesi, and M. Suarez (2016), MERRA-2: File Specification. GMAO Office Note No. 9 (Version 1.1), http://gmao.gsfc.nasa.gov/pubs/office_notes, Global Modeling and Assimilation Office.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B8">
    <label>8.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Chen, M., P. Xie, J. E. Janowiak, and P. A. Arkin (2002), Global Land Precipitation: A 50-yr Monthly Analysis Based on Gauge Observations, Journal of Hydrometeorology, 3(3), 249-266, https://doi.org/10.1175/1525-7541(2002)0032.0.CO;2.</mixed-citation>
     <mixed-citation xml:lang="en">Chen, M., P. Xie, J. E. Janowiak, and P. A. Arkin (2002), Global Land Precipitation: A 50-yr Monthly Analysis Based on Gauge Observations, Journal of Hydrometeorology, 3(3), 249-266, https://doi.org/10.1175/1525-7541(2002)0032.0.CO;2.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B9">
    <label>9.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Decree of the Government of the Russian Federation (2022), “On approval of the Development Plan of the Northern Sea Route for the period up to 2035” of August 1, 2022, no. 2115-r (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Decree of the Government of the Russian Federation (2022), “On approval of the Development Plan of the Northern Sea Route for the period up to 2035” of August 1, 2022, no. 2115-r (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B10">
    <label>10.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Decree of the President of the Russian Federation (2014), “On the land territories of the Arctic zone of the Russian Federation” of May 2, 2014 no. 296 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Decree of the President of the Russian Federation (2014), “On the land territories of the Arctic zone of the Russian Federation” of May 2, 2014 no. 296 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B11">
    <label>11.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Department of Communications of the State Corporation “Rosatom” (2023), The volume of cargo transported along the Northern Sea Route in 2022 amounted to 34.117 million tons, https://rosatom.ru/journalist/news/obemperevezennykh-gruzov-po-severnomu-morskomu-puti-v-2022-godu-sostavil-34-034-mln-tonn/ (in Russian), (visited on 11.08.2023).</mixed-citation>
     <mixed-citation xml:lang="en">Department of Communications of the State Corporation “Rosatom” (2023), The volume of cargo transported along the Northern Sea Route in 2022 amounted to 34.117 million tons, https://rosatom.ru/journalist/news/obemperevezennykh-gruzov-po-severnomu-morskomu-puti-v-2022-godu-sostavil-34-034-mln-tonn/ (in Russian), (visited on 11.08.2023).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B12">
    <label>12.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Diedrichs, B., M. Sima, A. Orellano, and H. Tengstrand (2007), Crosswind stability of a high-speed train on a high embankment, Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 221(2), 205-225, https://doi.org/10.1243/0954409JRRT126.</mixed-citation>
     <mixed-citation xml:lang="en">Diedrichs, B., M. Sima, A. Orellano, and H. Tengstrand (2007), Crosswind stability of a high-speed train on a high embankment, Proceedings of the Institution of Mechanical Engineers, Part F: Journal of Rail and Rapid Transit, 221(2), 205-225, https://doi.org/10.1243/0954409JRRT126.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B13">
    <label>13.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">ESRI ArcMAP (2023), ArcGIS Desktop. A complete suite for desktop GIS, https://www.esri.com/en-us/arcgis/products/ arcgis-desktop/overview, (visited on 03.11.2022).</mixed-citation>
     <mixed-citation xml:lang="en">ESRI ArcMAP (2023), ArcGIS Desktop. A complete suite for desktop GIS, https://www.esri.com/en-us/arcgis/products/ arcgis-desktop/overview, (visited on 03.11.2022).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B14">
    <label>14.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, K. Wargan, L. Coy, R. Cullather, C. Draper, S. Akella, V. Buchard, A. Conaty, A. M. da Silva, W. Gu, G.-K. Kim, R. Koster, R. Lucchesi, D. Merkova, J. E. Nielsen, G. Partyka, S. Pawson, W. Putman, M. Rienecker, S. D. Schubert, M. Sienkiewicz, and B. Zhao (2017), The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2), Journal of Climate, 30(14), 5419-5454, https://doi.org/10.1175/JCLI-D-16-0758.1.</mixed-citation>
     <mixed-citation xml:lang="en">Gelaro, R., W. McCarty, M. J. Suárez, R. Todling, A. Molod, L. Takacs, C. A. Randles, A. Darmenov, M. G. Bosilovich, R. Reichle, K. Wargan, L. Coy, R. Cullather, C. Draper, S. Akella, V. Buchard, A. Conaty, A. M. da Silva, W. Gu, G.-K. Kim, R. Koster, R. Lucchesi, D. Merkova, J. E. Nielsen, G. Partyka, S. Pawson, W. Putman, M. Rienecker, S. D. Schubert, M. Sienkiewicz, and B. Zhao (2017), The Modern-Era Retrospective Analysis for Research and Applications, Version 2 (MERRA-2), Journal of Climate, 30(14), 5419-5454, https://doi.org/10.1175/JCLI-D-16-0758.1.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B15">
    <label>15.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Geophysical Center of the RAS (2023), Analysis of climate changes based on the atlas of main hydrometeorological parameters of the Central and Western part of the Russian Arctic for the period 1980-2021 and forecast for 2023-2064, Tech. rep. (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Geophysical Center of the RAS (2023), Analysis of climate changes based on the atlas of main hydrometeorological parameters of the Central and Western part of the Russian Arctic for the period 1980-2021 and forecast for 2023-2064, Tech. rep. (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B16">
    <label>16.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Golden Software (2023), Surfer. Explore the Depths of Your Data, https://www.goldensoftware.com/products/surfer/, (visited on 01.11.2022).</mixed-citation>
     <mixed-citation xml:lang="en">Golden Software (2023), Surfer. Explore the Depths of Your Data, https://www.goldensoftware.com/products/surfer/, (visited on 01.11.2022).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B17">
    <label>17.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Gvishiani, A. D., I. N. Rozenberg, A. A. Soloviev, A. G. Kostianoy, S. A. Gvozdik, I. V. Serykh, R. I. Krasnoperov, N. V. Sazonov, I. A. Dubchak, A. B. Popov, E. A. Kostianaia, and G. A. Gvozdik (2023a), Electronic Atlas of Climatic Changes in the Western Russian Arctic in 1950-2021 as Geoinformatic Support of Railway Development, Applied Sciences, 13(9), 5278, https://doi.org/10.3390/app13095278.</mixed-citation>
     <mixed-citation xml:lang="en">Gvishiani, A. D., I. N. Rozenberg, A. A. Soloviev, A. G. Kostianoy, S. A. Gvozdik, I. V. Serykh, R. I. Krasnoperov, N. V. Sazonov, I. A. Dubchak, A. B. Popov, E. A. Kostianaia, and G. A. Gvozdik (2023a), Electronic Atlas of Climatic Changes in the Western Russian Arctic in 1950-2021 as Geoinformatic Support of Railway Development, Applied Sciences, 13(9), 5278, https://doi.org/10.3390/app13095278.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B18">
    <label>18.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Gvishiani, A. D., I. N. Rozenberg, A. A. Soloviev, A. G. Kostianoy, S. A. Gvozdik, I. V. Serykh, R. I. Krasnoperov, N. V. Sazonov, I. A. Dubchak, A. B. Popov, E. A. Kostianaia, and G. A. Gvozdik (2023b), Atlas of climatic changes of the main hydrometeorological parameters of the western part of the Russian Arctic for the period 1950-2021, Geophysical Center RAS, https://doi.org/10.2205/2023-atlas-cc.</mixed-citation>
     <mixed-citation xml:lang="en">Gvishiani, A. D., I. N. Rozenberg, A. A. Soloviev, A. G. Kostianoy, S. A. Gvozdik, I. V. Serykh, R. I. Krasnoperov, N. V. Sazonov, I. A. Dubchak, A. B. Popov, E. A. Kostianaia, and G. A. Gvozdik (2023b), Atlas of climatic changes of the main hydrometeorological parameters of the western part of the Russian Arctic for the period 1950-2021, Geophysical Center RAS, https://doi.org/10.2205/2023-atlas-cc.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B19">
    <label>19.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Holm, E. V. (2003), Revision of the ECMWF humidity analysis: Construction of a Gaussian control variable, in ECMWF/GEWEX Workshop on Humidity Analysis, 8-11 July 2002, pp. 1-6, ECMWF.</mixed-citation>
     <mixed-citation xml:lang="en">Holm, E. V. (2003), Revision of the ECMWF humidity analysis: Construction of a Gaussian control variable, in ECMWF/GEWEX Workshop on Humidity Analysis, 8-11 July 2002, pp. 1-6, ECMWF.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B20">
    <label>20.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kattsov, V. M. (Ed.) (2022), Roshydromet: Third assessment report on climate change and its consequences on the territory of the Russian Federation, 124 pp., Naukoyemkie Technologii, St. Petersburg (in Russian), https://www.meteorf.gov.ru/upload/pdf_download/compressed.pdf.</mixed-citation>
     <mixed-citation xml:lang="en">Kattsov, V. M. (Ed.) (2022), Roshydromet: Third assessment report on climate change and its consequences on the territory of the Russian Federation, 124 pp., Naukoyemkie Technologii, St. Petersburg (in Russian), https://www.meteorf.gov.ru/upload/pdf_download/compressed.pdf.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B21">
    <label>21.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianaia, E. A., and A. G. Kostianoy (2023), Railway Transport Adaptation Strategies to Climate Change at High Latitudes: A Review of Experience from Canada, Sweden and China, Transport and Telecommunication Journal, 24(2), 180-194, https://doi.org/10.2478/ttj-2023-0016.</mixed-citation>
     <mixed-citation xml:lang="en">Kostianaia, E. A., and A. G. Kostianoy (2023), Railway Transport Adaptation Strategies to Climate Change at High Latitudes: A Review of Experience from Canada, Sweden and China, Transport and Telecommunication Journal, 24(2), 180-194, https://doi.org/10.2478/ttj-2023-0016.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B22">
    <label>22.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianaia, E. A., A. G. Kostianoy, M. A. Scheglov, A. I. Karelov, and A. S. Vasileisky (2021), Impact of Regional Climate Change on the Infrastructure and Operability of Railway Transport, Transport and Telecommunication Journal, 22(2), 183-195, https://doi.org/10.2478/ttj-2021-0014.</mixed-citation>
     <mixed-citation xml:lang="en">Kostianaia, E. A., A. G. Kostianoy, M. A. Scheglov, A. I. Karelov, and A. S. Vasileisky (2021), Impact of Regional Climate Change on the Infrastructure and Operability of Railway Transport, Transport and Telecommunication Journal, 22(2), 183-195, https://doi.org/10.2478/ttj-2021-0014.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B23">
    <label>23.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Krivovichev, S. (2019), Editorial for Special Issue «Arctic Mineral Resources: Science and Technology», Minerals, 9(3), 192, https://doi.org/10.3390/min9030192.</mixed-citation>
     <mixed-citation xml:lang="en">Krivovichev, S. (2019), Editorial for Special Issue «Arctic Mineral Resources: Science and Technology», Minerals, 9(3), 192, https://doi.org/10.3390/min9030192.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B24">
    <label>24.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Lebedev, S., A. Kostianoy, and I. Tretiyak (2023), Temporal Variability of Soil Temperature in the North-West Arctic Zone of Russia. Part I: Interannual Linear Trends Based on Thermometer Measurements and Reanalysis Data, Russian Journal of Earth Sciences, 23, https://doi.org/10.2205/2023ES02SI12.</mixed-citation>
     <mixed-citation xml:lang="en">Lebedev, S., A. Kostianoy, and I. Tretiyak (2023), Temporal Variability of Soil Temperature in the North-West Arctic Zone of Russia. Part I: Interannual Linear Trends Based on Thermometer Measurements and Reanalysis Data, Russian Journal of Earth Sciences, 23, https://doi.org/10.2205/2023ES02SI12.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B25">
    <label>25.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">List of European windstorms (2023), Wikipedia. The Free Encyclopedia, https://en.wikipedia.org/wiki/List_of_European_windstorms, (visited on 29.10.2023).</mixed-citation>
     <mixed-citation xml:lang="en">List of European windstorms (2023), Wikipedia. The Free Encyclopedia, https://en.wikipedia.org/wiki/List_of_European_windstorms, (visited on 29.10.2023).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B26">
    <label>26.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Luo, B., P. J. Minnett, M. Szczodrak, N. R. Nalli, and V. R. Morris (2020), Accuracy Assessment of MERRA-2 and ERAInterim Sea Surface Temperature, Air Temperature, and Humidity Profiles over the Atlantic Ocean Using AEROSE Measurements, Journal of Climate, 33(16), 6889-6909, https://doi.org/10.1175/JCLI-D-19-0955.1.</mixed-citation>
     <mixed-citation xml:lang="en">Luo, B., P. J. Minnett, M. Szczodrak, N. R. Nalli, and V. R. Morris (2020), Accuracy Assessment of MERRA-2 and ERAInterim Sea Surface Temperature, Air Temperature, and Humidity Profiles over the Atlantic Ocean Using AEROSE Measurements, Journal of Climate, 33(16), 6889-6909, https://doi.org/10.1175/JCLI-D-19-0955.1.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B27">
    <label>27.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Ma, H., J. Zeng, X. Zhang, P. Fu, D. Zheng, J.-P. Wigneron, N. Chen, and D. Niyog (2021), Evaluation of six satellite- and model-based surface soil temperature datasets using global ground-based observations, Remote Sensing of Environment, 264, 112,605, https://doi.org/10.1016/j.rse.2021.112605.</mixed-citation>
     <mixed-citation xml:lang="en">Ma, H., J. Zeng, X. Zhang, P. Fu, D. Zheng, J.-P. Wigneron, N. Chen, and D. Niyog (2021), Evaluation of six satellite- and model-based surface soil temperature datasets using global ground-based observations, Remote Sensing of Environment, 264, 112,605, https://doi.org/10.1016/j.rse.2021.112605.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B28">
    <label>28.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Makarova, I., L. Gubacheva, D. Makarov, and P. Buyvol (2021), Economic and environmental aspects of the development possibilities for the northern sea route, Transportation Research Procedia, 57, 347-355, https://doi.org/10.1016/j.trpro.2021.09.060.</mixed-citation>
     <mixed-citation xml:lang="en">Makarova, I., L. Gubacheva, D. Makarov, and P. Buyvol (2021), Economic and environmental aspects of the development possibilities for the northern sea route, Transportation Research Procedia, 57, 347-355, https://doi.org/10.1016/j.trpro.2021.09.060.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B29">
    <label>29.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">McCarty, W., L. Coy, R. Gelaro, A. Huang, D. Merkova, E. B. Smith, M. Sienkiewicz, and K. Wargan (2016), MERRA-2 Input Observations: Summary and Assessment. NASA Technical Report Series on Global Modeling and Data Assimilation, https://gmao.gsfc.nasa.gov/pubs/docs/McCarty885.pdf (visited on 06.11.2022).</mixed-citation>
     <mixed-citation xml:lang="en">McCarty, W., L. Coy, R. Gelaro, A. Huang, D. Merkova, E. B. Smith, M. Sienkiewicz, and K. Wargan (2016), MERRA-2 Input Observations: Summary and Assessment. NASA Technical Report Series on Global Modeling and Data Assimilation, https://gmao.gsfc.nasa.gov/pubs/docs/McCarty885.pdf (visited on 06.11.2022).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B30">
    <label>30.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Pashchenko, L. V., and V. I. Potapenko (2016), The struggle against snow bank at railway, in Collection of scientific works of DonIZHT, pp. 22-33, DonIZHT (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Pashchenko, L. V., and V. I. Potapenko (2016), The struggle against snow bank at railway, in Collection of scientific works of DonIZHT, pp. 22-33, DonIZHT (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B31">
    <label>31.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Poli, P., H. Hersbach, D. Tan, D. P. Dee, J.-N. Thépaut, A. Simmons, C. Peubey, P. Laloyaux, T. Komori, P. Berrisford, R. Dragani, Y. Trémolet, E. Hólm, M. Bonavita, L. Isaksen, and M. Fisher (2013), The data assimilation system and initial performance evaluation of the ECMWF pilot reanalysis of the 20th-century assimilating surface observations only (ERA-20C). ERA Report Series No. 14, https://www.ecmwf.int/en/elibrary/76007-data-assimilation-system-andinitial-performance-evaluation-ecmwf-pilot.</mixed-citation>
     <mixed-citation xml:lang="en">Poli, P., H. Hersbach, D. Tan, D. P. Dee, J.-N. Thépaut, A. Simmons, C. Peubey, P. Laloyaux, T. Komori, P. Berrisford, R. Dragani, Y. Trémolet, E. Hólm, M. Bonavita, L. Isaksen, and M. Fisher (2013), The data assimilation system and initial performance evaluation of the ECMWF pilot reanalysis of the 20th-century assimilating surface observations only (ERA-20C). ERA Report Series No. 14, https://www.ecmwf.int/en/elibrary/76007-data-assimilation-system-andinitial-performance-evaluation-ecmwf-pilot.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B32">
    <label>32.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Rachoy, C., and M. Spazierer (2008), Meteorological information and warning system for railway infrastructure decision support for natural hazards management, in Proceedings of the World Congress on Rail Research, International Railway Research Board (IRRB), Seoul, Korea. Reichle, R. H., R. D.</mixed-citation>
     <mixed-citation xml:lang="en">Rachoy, C., and M. Spazierer (2008), Meteorological information and warning system for railway infrastructure decision support for natural hazards management, in Proceedings of the World Congress on Rail Research, International Railway Research Board (IRRB), Seoul, Korea. Reichle, R. H., R. D.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B33">
    <label>33.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Koster, G. J. M. de Lannoy, B. A. Forman, Q. Liu, S. P. P. Mahanama, and A. Touré (2011), Assessment and Enhancement of MERRA Land Surface Hydrology Estimates, Journal of Climate, 24(24), 6322-6338, https://doi.org/10.1175/JCLI-D-10-05033.1.</mixed-citation>
     <mixed-citation xml:lang="en">Koster, G. J. M. de Lannoy, B. A. Forman, Q. Liu, S. P. P. Mahanama, and A. Touré (2011), Assessment and Enhancement of MERRA Land Surface Hydrology Estimates, Journal of Climate, 24(24), 6322-6338, https://doi.org/10.1175/JCLI-D-10-05033.1.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B34">
    <label>34.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Romanenko, F. A., and O. A. Shilovtseva (2016), Geomorphological processes in the mountains of the Kola Peninsula and climate change, Moscow University Bulletin. Series 5. Geography, (6), 78-86 (in Russian), https://vestnik5.geogr.msu.ru/jour/article/view/261.</mixed-citation>
     <mixed-citation xml:lang="en">Romanenko, F. A., and O. A. Shilovtseva (2016), Geomorphological processes in the mountains of the Kola Peninsula and climate change, Moscow University Bulletin. Series 5. Geography, (6), 78-86 (in Russian), https://vestnik5.geogr.msu.ru/jour/article/view/261.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B35">
    <label>35.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Schubert, S. D., Y. Chang, A. M. DeAngelis, R. D. Koster, Y.-K. Lim, and H. Wang (2022), Exceptional Warmth in the Northern Hemisphere during January-March of 2020: The Roles of Unforced and Forced Modes of Atmospheric Variability, Journal of Climate, 35(8), 2565-2584, https://doi.org/10.1175/JCLI-D-21-0291.1.</mixed-citation>
     <mixed-citation xml:lang="en">Schubert, S. D., Y. Chang, A. M. DeAngelis, R. D. Koster, Y.-K. Lim, and H. Wang (2022), Exceptional Warmth in the Northern Hemisphere during January-March of 2020: The Roles of Unforced and Forced Modes of Atmospheric Variability, Journal of Climate, 35(8), 2565-2584, https://doi.org/10.1175/JCLI-D-21-0291.1.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B36">
    <label>36.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Serykh, I. V., A. G. Kostianoy, S. A. Lebedev, and E. A. Kostianaia (2022), On the transition of temperature regime of the White Sea Region to a new phase state, Fundamental and Applied Hydrophysics, 15(1), 98-111, https://doi.org/10.48612/fpg/k9x4-p8fz-5kz6.</mixed-citation>
     <mixed-citation xml:lang="en">Serykh, I. V., A. G. Kostianoy, S. A. Lebedev, and E. A. Kostianaia (2022), On the transition of temperature regime of the White Sea Region to a new phase state, Fundamental and Applied Hydrophysics, 15(1), 98-111, https://doi.org/10.48612/fpg/k9x4-p8fz-5kz6.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B37">
    <label>37.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Tilinina, N., S. K. Gulev, I. Rudeva, and P. Koltermann (2013), Comparing Cyclone Life Cycle Characteristics and Their Interannual Variability in Different Reanalyses, Journal of Climate, 26(17), 6419-6438, https://doi.org/10.1175/JCLID-12-00777.1.</mixed-citation>
     <mixed-citation xml:lang="en">Tilinina, N., S. K. Gulev, I. Rudeva, and P. Koltermann (2013), Comparing Cyclone Life Cycle Characteristics and Their Interannual Variability in Different Reanalyses, Journal of Climate, 26(17), 6419-6438, https://doi.org/10.1175/JCLID-12-00777.1.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B38">
    <label>38.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Vasiliev, A. A., D. S. Drozdov, A. G. Gravis, G. V. Malkova, K. E. Nyland, and D. A. Streletskiy (2020), Permafrost degradation in the Western Russian Arctic, Environmental Research Letters, 15(4), 045,001, https://doi.org/10.1088/1748-9326/ab6f12.</mixed-citation>
     <mixed-citation xml:lang="en">Vasiliev, A. A., D. S. Drozdov, A. G. Gravis, G. V. Malkova, K. E. Nyland, and D. A. Streletskiy (2020), Permafrost degradation in the Western Russian Arctic, Environmental Research Letters, 15(4), 045,001, https://doi.org/10.1088/1748-9326/ab6f12.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B39">
    <label>39.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Vishnevsky, E. P., and G. V. Chepurin (2010), The need for air drying and assessment of moisture surplus, Plumbing. Heating. Conditioning. Energy Efficiency, 4 (in Russian), https://www.c-o-k.ru/articles/neobhodimost-osusheniyavozduha-i-ocenka-proficita-vlagi</mixed-citation>
     <mixed-citation xml:lang="en">Vishnevsky, E. P., and G. V. Chepurin (2010), The need for air drying and assessment of moisture surplus, Plumbing. Heating. Conditioning. Energy Efficiency, 4 (in Russian), https://www.c-o-k.ru/articles/neobhodimost-osusheniyavozduha-i-ocenka-proficita-vlagi</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B40">
    <label>40.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Yakubovich, A. N., and I. A. Yakubovich (2019), Forecasting climate change impact on the functionality of the transport infrastructure of the cryolith zone of Russia, Intelligence. Innovations. Investment, (1), 104-110, https://doi.org/10.25198/2077-7175-2019-1-104 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Yakubovich, A. N., and I. A. Yakubovich (2019), Forecasting climate change impact on the functionality of the transport infrastructure of the cryolith zone of Russia, Intelligence. Innovations. Investment, (1), 104-110, https://doi.org/10.25198/2077-7175-2019-1-104 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
  </ref-list>
 </back>
</article>
