<?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">72275</article-id>
   <article-id pub-id-type="doi">10.2205/2023ES02SI11</article-id>
   <article-categories>
    <subj-group subj-group-type="toc-heading" xml:lang="ru">
     <subject>СПЕЦВЫПУСК: &quot;ФУНДАМЕНТАЛЬНЫЕ И ПРИКЛАДНЫЕ АСПЕКТЫ ГЕОЛОГИИ, ГЕОФИЗИКИ И ГЕОЭКОЛОГИИ&quot;</subject>
    </subj-group>
    <subj-group subj-group-type="toc-heading" xml:lang="en">
     <subject>SPECIAL ISSUE: &quot;FUNDAMENTAL AND APPLIED ASPECTS OF GEOLOGY, GEOPHYSICS AND GEOECOLOGY&quot;</subject>
    </subj-group>
    <subj-group>
     <subject>СПЕЦВЫПУСК: &quot;ФУНДАМЕНТАЛЬНЫЕ И ПРИКЛАДНЫЕ АСПЕКТЫ ГЕОЛОГИИ, ГЕОФИЗИКИ И ГЕОЭКОЛОГИИ&quot;</subject>
    </subj-group>
   </article-categories>
   <title-group>
    <article-title xml:lang="en">Histograms of the Caspian Sea Hydrometeorological Parameters</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Histograms of the Caspian Sea Hydrometeorological Parameters</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/0000-0001-7441-5055</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 Gennadievich</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
     <xref ref-type="aff" rid="aff-2"/>
     <xref ref-type="aff" rid="aff-3"/>
    </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-4"/>
     <xref ref-type="aff" rid="aff-3"/>
     <xref ref-type="aff" rid="aff-5"/>
     <xref ref-type="aff" rid="aff-6"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-3363-091X</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Бочаров</surname>
       <given-names>Александр А.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Bocharov</surname>
       <given-names>Aleksandr A.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
     <xref ref-type="aff" rid="aff-7"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0008-4901-918X</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Косолапов</surname>
       <given-names>Илья А.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Kosolapov</surname>
       <given-names>Il'ya A.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0009-2844-0060</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Третьяк</surname>
       <given-names>Илья Д.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Tretiyak</surname>
       <given-names>Il'ya D.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0009-0003-3511-8017</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Волков</surname>
       <given-names>Даниил С.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Volkov</surname>
       <given-names>Daniil S.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-8"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5562-7156</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Кравченко</surname>
       <given-names>П. Н.</given-names>
      </name>
      <name xml:lang="en">
       <surname>Kravchenko</surname>
       <given-names>P. N.</given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
     <xref ref-type="aff" rid="aff-2"/>
     <xref ref-type="aff" rid="aff-7"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <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-2">
    <aff>
     <institution xml:lang="ru">Московский университет им. С.Ю. Витте</institution>
    </aff>
    <aff>
     <institution xml:lang="en">Moscow Witte University</institution>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-3">
    <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-4">
    <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-5">
    <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-6">
    <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-7">
    <aff>
     <institution xml:lang="ru">Тверской государственный университет</institution>
    </aff>
    <aff>
     <institution xml:lang="en">Tver Stare University</institution>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-8">
    <aff>
     <institution xml:lang="ru">Сколковский институт науки и технологий</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Skolkovo Institute of Science and Technology (Skoltech)</institution>
     <country>Russian Federation</country>
    </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>19</lpage>
   <history>
    <date date-type="received" iso-8601-date="2023-11-20T00:00:00+03:00">
     <day>20</day>
     <month>11</month>
     <year>2023</year>
    </date>
    <date date-type="accepted" iso-8601-date="2023-11-27T00:00:00+03:00">
     <day>27</day>
     <month>11</month>
     <year>2023</year>
    </date>
   </history>
   <self-uri xlink:href="https://rjes.ru/en/nauka/article/72275/view">https://rjes.ru/en/nauka/article/72275/view</self-uri>
   <abstract xml:lang="ru">
    <p>The article analyzes histograms of the distribution of the main hydrometeorological parameters of the Caspian Sea for 1980–2021 – air temperature, atmospheric pressure, absolute humidity, atmospheric precipitation and wind speed according to the MERRA-2 atmospheric reanalysis. Histograms were constructed for the entire study region of the Caspian Sea (36◦–48◦N, 45.625◦–55◦E), as well as separately for land and sea areas. The extremeness criteria were calculated based on the normal distribution and the real histogram for all 5 main meteorological parameters. A comparison was made of histograms obtained from MERRA-2 data and from weather station at Derbent located on the coast of the Caspian Sea. Distributions of average monthly wind speed, integral water vapor content and water vapor content in clouds over the Caspian Sea were also constructed according to microwave radiometry (SMMR, SSM/I) data for the time interval 1980–2021.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>The article analyzes histograms of the distribution of the main hydrometeorological parameters of the Caspian Sea for 1980–2021 – air temperature, atmospheric pressure, absolute humidity, atmospheric precipitation and wind speed according to the MERRA-2 atmospheric reanalysis. Histograms were constructed for the entire study region of the Caspian Sea (36◦–48◦N, 45.625◦–55◦E), as well as separately for land and sea areas. The extremeness criteria were calculated based on the normal distribution and the real histogram for all 5 main meteorological parameters. A comparison was made of histograms obtained from MERRA-2 data and from weather station at Derbent located on the coast of the Caspian Sea. Distributions of average monthly wind speed, integral water vapor content and water vapor content in clouds over the Caspian Sea were also constructed according to microwave radiometry (SMMR, SSM/I) data for the time interval 1980–2021.</p>
   </trans-abstract>
   <kwd-group xml:lang="en">
    <kwd>Caspian Sea</kwd>
    <kwd>climate</kwd>
    <kwd>extreme weather events</kwd>
    <kwd>meteo parameters</kwd>
    <kwd>weather stations</kwd>
    <kwd>MERRA-2</kwd>
    <kwd>SMMR</kwd>
    <kwd>SSM/I</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="en">The research was done with the support of the RSF Grant N 23-77-00027 “Investigation of the climate variability of thermo-hydrodynamic regime of the Caspian Sea based on remote sensing data”, https://rscf.ru/en/project/23-77-00027.</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">Atlas, R., R. N. Hoffman, S. C. Bloom, J. C. Jusem, and J. Ardizzone (1996), A Multiyear Global Surface Wind Velocity Dataset Using SSM/I Wind Observations, Bulletin of the American Meteorological Society, 77(5), 869-882, https://doi.org/10.1175/1520-0477(1996)0772.0.CO;2.</mixed-citation>
     <mixed-citation xml:lang="en">Atlas, R., R. N. Hoffman, S. C. Bloom, J. C. Jusem, and J. Ardizzone (1996), A Multiyear Global Surface Wind Velocity Dataset Using SSM/I Wind Observations, Bulletin of the American Meteorological Society, 77(5), 869-882, https://doi.org/10.1175/1520-0477(1996)0772.0.CO;2.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B2">
    <label>2.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Bulygina, O. N., V. M. Veselov, V. N. Razuvaev, and T. M. Aleksandrova (2014), Description of an array of urgent data on the main meteorological parameters at Russian stations. Certificate of state registration of the database No 2014620549, http://meteo.ru/data/163-basic-parameters#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Bulygina, O. N., V. M. Veselov, V. N. Razuvaev, and T. M. Aleksandrova (2014), Description of an array of urgent data on the main meteorological parameters at Russian stations. Certificate of state registration of the database No 2014620549, http://meteo.ru/data/163-basic-parameters#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B3">
    <label>3.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Chang, P. S., and L. Li (1998), Ocean surface wind speed and direction retrievals from the SSM/I, IEEE Transactions on Geoscience and Remote Sensing, 36(6), 1866-1871, https://doi.org/10.1109/36.729357.</mixed-citation>
     <mixed-citation xml:lang="en">Chang, P. S., and L. Li (1998), Ocean surface wind speed and direction retrievals from the SSM/I, IEEE Transactions on Geoscience and Remote Sensing, 36(6), 1866-1871, https://doi.org/10.1109/36.729357.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B4">
    <label>4.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Coumou, D., and A. Robinson (2013), Historic and future increase in the global land area affected by monthly heat extremes, Environmental Research Letters, 8(3), 034,018, https://doi.org/10.1088/1748-9326/8/3/034018.</mixed-citation>
     <mixed-citation xml:lang="en">Coumou, D., and A. Robinson (2013), Historic and future increase in the global land area affected by monthly heat extremes, Environmental Research Letters, 8(3), 034,018, https://doi.org/10.1088/1748-9326/8/3/034018.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B5">
    <label>5.</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="B6">
    <label>6.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Greenwald, T. J., G. L. Stephens, T. H. V. Haar, and D. L. Jackson (1993), A physical retrieval of cloud liquid water over the global oceans using special sensor microwave/imager (SSM/I) observations, Journal of Geophysical Research: Atmospheres, 98(D10), 18,471-18,488, https://doi.org/10.1029/93JD00339.</mixed-citation>
     <mixed-citation xml:lang="en">Greenwald, T. J., G. L. Stephens, T. H. V. Haar, and D. L. Jackson (1993), A physical retrieval of cloud liquid water over the global oceans using special sensor microwave/imager (SSM/I) observations, Journal of Geophysical Research: Atmospheres, 98(D10), 18,471-18,488, https://doi.org/10.1029/93JD00339.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B7">
    <label>7.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">IPCC (2007), Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, 996 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.</mixed-citation>
     <mixed-citation xml:lang="en">IPCC (2007), Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, 996 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B8">
    <label>8.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">IPCC (2014), Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 1132 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.</mixed-citation>
     <mixed-citation xml:lang="en">IPCC (2014), Climate Change 2014: Impacts, Adaptation, and Vulnerability. Part A: Global and Sectoral Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change, 1132 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B9">
    <label>9.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">IPCC (2021), Climate Change 2021 - The Physical Science Basis: Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, 1132 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, https://doi.org/10.1017/9781009157896.</mixed-citation>
     <mixed-citation xml:lang="en">IPCC (2021), Climate Change 2021 - The Physical Science Basis: Working Group I Contribution to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change, 1132 pp., Cambridge University Press, Cambridge, United Kingdom and New York, NY, USA, https://doi.org/10.1017/9781009157896.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B10">
    <label>10.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Jackson, D. L., and G. L. Stephens (1995), A Study of SSM/I-Derived Columnar Water Vapor over the Global Oceans, Journal of Climate, 8(8), 2025-2038, https://doi.org/10.1175/1520-0442(1995)0082.0.CO;2.</mixed-citation>
     <mixed-citation xml:lang="en">Jackson, D. L., and G. L. Stephens (1995), A Study of SSM/I-Derived Columnar Water Vapor over the Global Oceans, Journal of Climate, 8(8), 2025-2038, https://doi.org/10.1175/1520-0442(1995)0082.0.CO;2.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B11">
    <label>11.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Karl, T. R., N. Nicholls, and A. Ghazi (1999), CLIVAR/GCOS/WMO Workshop on Indices and Indicators for Climate Extremes Workshop Summary, in Weather and Climate Extremes, pp. 3-7, Springer Netherlands, https://doi.org/10.1007/978-94-015-9265-9_2.</mixed-citation>
     <mixed-citation xml:lang="en">Karl, T. R., N. Nicholls, and A. Ghazi (1999), CLIVAR/GCOS/WMO Workshop on Indices and Indicators for Climate Extremes Workshop Summary, in Weather and Climate Extremes, pp. 3-7, Springer Netherlands, https://doi.org/10.1007/978-94-015-9265-9_2.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B12">
    <label>12.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kopelevich, O. V., and A. G. Kostianoy (2018), The use of bio-optical parameters of the ocean, derived from satellite data as essential climate variables, Fundamental and Applied Climatology, 3, 8-29, https://doi.org/10.21513/2410-8758-2018-3-8-29 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Kopelevich, O. V., and A. G. Kostianoy (2018), The use of bio-optical parameters of the ocean, derived from satellite data as essential climate variables, Fundamental and Applied Climatology, 3, 8-29, https://doi.org/10.21513/2410-8758-2018-3-8-29 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B13">
    <label>13.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Korn, G., and T. Korn (2000), Mathematical Handbook for Scientists and Engineers: Definitions, Theorems, and Formulas for Reference and Review, 1152 pp., Dover Publications.</mixed-citation>
     <mixed-citation xml:lang="en">Korn, G., and T. Korn (2000), Mathematical Handbook for Scientists and Engineers: Definitions, Theorems, and Formulas for Reference and Review, 1152 pp., Dover Publications.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B14">
    <label>14.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianoy, A. G. (2017a), Satellite monitoring of the ocean climate parameters. Part 1, Fundamental and Applied Climatology, 2, 63-85, https://doi.org/10.21513/2410-8758-2017-2-63-85 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Kostianoy, A. G. (2017a), Satellite monitoring of the ocean climate parameters. Part 1, Fundamental and Applied Climatology, 2, 63-85, https://doi.org/10.21513/2410-8758-2017-2-63-85 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B15">
    <label>15.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianoy, A. G. (2017b), Satellite monitoring of the ocean climate parameters. Part 2, Fundamental and Applied Climatology, 3, 57-64, https://doi.org/10.21513/2410-8758-2017-3-57-64 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Kostianoy, A. G. (2017b), Satellite monitoring of the ocean climate parameters. Part 2, Fundamental and Applied Climatology, 3, 57-64, https://doi.org/10.21513/2410-8758-2017-3-57-64 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B16">
    <label>16.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianoy, A. G., and A. N. Kosarev (Eds.) (2005), The Caspian Sea Environment, Springer Berlin Heidelberg, https://doi.org/10.1007/b138238.</mixed-citation>
     <mixed-citation xml:lang="en">Kostianoy, A. G., and A. N. Kosarev (Eds.) (2005), The Caspian Sea Environment, Springer Berlin Heidelberg, https://doi.org/10.1007/b138238.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B17">
    <label>17.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianoy, A. G., and S. A. Lebedev (2023), Creation of a regional database of main meteorological parameters of the Caspian Sea for 1980-2022. according to the data of atmospheric reanalysis, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 196-206, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Kostianoy, A. G., and S. A. Lebedev (2023), Creation of a regional database of main meteorological parameters of the Caspian Sea for 1980-2022. according to the data of atmospheric reanalysis, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 196-206, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B18">
    <label>18.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kostianoy, A. G., A. I. Ginzburg, O. V. Kopelevich, V. N. Kudryavtsev, O. Y. Lavrova, S. A. Lebedev, L. M. Mitnik, M. I. Mityagina, V. G. Smirnov, S. V. Stanichny, and Y. I. Troitskaya (2018), Ocean Remote Sensing in Russia, in Comprehensive Remote Sensing, pp. 284-325, Elsevier, https://doi.org/10.1016/B978-0-12-409548-9.10412-9</mixed-citation>
     <mixed-citation xml:lang="en">Kostianoy, A. G., A. I. Ginzburg, O. V. Kopelevich, V. N. Kudryavtsev, O. Y. Lavrova, S. A. Lebedev, L. M. Mitnik, M. I. Mityagina, V. G. Smirnov, S. V. Stanichny, and Y. I. Troitskaya (2018), Ocean Remote Sensing in Russia, in Comprehensive Remote Sensing, pp. 284-325, Elsevier, https://doi.org/10.1016/B978-0-12-409548-9.10412-9</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B19">
    <label>19.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Kuznetsova, V. N., S. G. Davletshin, and N. V. Shvets (2019), Description of the database “Average monthly relative air humidity at meteorological stations in Russia”, Certificate of state registration of the database No 2019621537, http://meteo.ru/data/790-srednemesyachnaya-otnositelnaya-vlazhnost-vozdukha#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Kuznetsova, V. N., S. G. Davletshin, and N. V. Shvets (2019), Description of the database “Average monthly relative air humidity at meteorological stations in Russia”, Certificate of state registration of the database No 2019621537, http://meteo.ru/data/790-srednemesyachnaya-otnositelnaya-vlazhnost-vozdukha#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B20">
    <label>20.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Lavigne, T., and C. Liu (2022), Validity of Global Fog-Day Trends Indicated by the Global Surface Summary of the Day (GSOD) Data Set, Journal of Geophysical Research: Atmospheres, 127(10), https://doi.org/10.1029/2021jd035881.</mixed-citation>
     <mixed-citation xml:lang="en">Lavigne, T., and C. Liu (2022), Validity of Global Fog-Day Trends Indicated by the Global Surface Summary of the Day (GSOD) Data Set, Journal of Geophysical Research: Atmospheres, 127(10), https://doi.org/10.1029/2021jd035881.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B21">
    <label>21.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Lavrova, O. Y., A. G. Kostianoy, S. A. Lebedev, V. I. Mityagina, A. I. Ginzburg, and N. A. Sheremet (2011), Complex Satellite Monitoring of the Russian Seas, 470 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Lavrova, O. Y., A. G. Kostianoy, S. A. Lebedev, V. I. Mityagina, A. I. Ginzburg, and N. A. Sheremet (2011), Complex Satellite Monitoring of the Russian Seas, 470 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B22">
    <label>22.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Lavrova, O. Y., M. I. Mityagina, and A. G. Kostianoy (2016), Satellite Methods for Detecting and Monitoring Marine Zones of Ecological Risk, 336 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Lavrova, O. Y., M. I. Mityagina, and A. G. Kostianoy (2016), Satellite Methods for Detecting and Monitoring Marine Zones of Ecological Risk, 336 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B23">
    <label>23.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Lavrova, O. Y., M. I. Mityagina, and A. G. Kostianoy (2022), Satellite methods in the study of the Caspian Sea variability, 250 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Lavrova, O. Y., M. I. Mityagina, and A. G. Kostianoy (2022), Satellite methods in the study of the Caspian Sea variability, 250 pp., IKI RAS, Moscow (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B24">
    <label>24.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">NCDC NESDIS NOAA (2021), Global Surface Summary of the Day (GSOD), https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.ncdc:C00516, (date of access: 20.08.2023).</mixed-citation>
     <mixed-citation xml:lang="en">NCDC NESDIS NOAA (2021), Global Surface Summary of the Day (GSOD), https://www.ncei.noaa.gov/access/metadata/landing-page/bin/iso?id=gov.noaa.ncdc:C00516, (date of access: 20.08.2023).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B25">
    <label>25.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Roshydromet (2008), Assessment Report on Climate Change and its Consequences on the Territory of the Russian Federation. V. 1. Climate Change, 227 pp., Roshydromet, Moscow (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Roshydromet (2008), Assessment Report on Climate Change and its Consequences on the Territory of the Russian Federation. V. 1. Climate Change, 227 pp., Roshydromet, Moscow (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B26">
    <label>26.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Roshydromet (2014), Second Roshydromet Assessment Report on Climate Change and its Consequences in Russian Federation, 1008 pp., Roshydromet, Moscow (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Roshydromet (2014), Second Roshydromet Assessment Report on Climate Change and its Consequences in Russian Federation, 1008 pp., Roshydromet, Moscow (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B27">
    <label>27.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Roshydromet (2022), The Third Assessment Report on Climate Change and its Consequences on the Territory of the Russian Federation, 227 pp., Roshydromet, St.-Petersburg (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Roshydromet (2022), The Third Assessment Report on Climate Change and its Consequences on the Territory of the Russian Federation, 227 pp., Roshydromet, St.-Petersburg (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B28">
    <label>28.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Shkol’nik, I. M., V. P. Meleshko, S. V. Efimov, and E. N. Stafeeva (2012), Changes in climate extremes on the territory of Siberia by the middle of the 21st century: An ensemble forecast based on the MGO regional climate model, Russian Meteorology and Hydrology, (2), 5-23 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Shkol’nik, I. M., V. P. Meleshko, S. V. Efimov, and E. N. Stafeeva (2012), Changes in climate extremes on the territory of Siberia by the middle of the 21st century: An ensemble forecast based on the MGO regional climate model, Russian Meteorology and Hydrology, (2), 5-23 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B29">
    <label>29.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Shvets, N. V., V. N. Razuvaev, and L. T. Trofimenko (2018), Description of the data array “Average monthly air pressure at sea level at meteorological stations in Russia”, Certificate of state registration of the database No 2018621521, http://meteo.ru/data/746-srednemesyachnoe-davlenie-vozdukha-na-urovne-morya#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Shvets, N. V., V. N. Razuvaev, and L. T. Trofimenko (2018), Description of the data array “Average monthly air pressure at sea level at meteorological stations in Russia”, Certificate of state registration of the database No 2018621521, http://meteo.ru/data/746-srednemesyachnoe-davlenie-vozdukha-na-urovne-morya#%D0%BE%D0%BF%D0%B8%D1%81%D0%B0%D0%BD%D0%B8%D0%B5-%D0%BC%D0%B0%D1%81%D1%81%D0%B8%D0%B2%D0%B0-%D0%B4%D0%B0%D0%BD%D0%BD%D1%8B%D1%85 (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B30">
    <label>30.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Sparks, A. H., T. Hengl, and A. Nelson (2017), GSODR: Global Summary Daily Weather Data in R, The Journal of Open Source Software, 2(10), 177, https://doi.org/10.21105/joss.00177.</mixed-citation>
     <mixed-citation xml:lang="en">Sparks, A. H., T. Hengl, and A. Nelson (2017), GSODR: Global Summary Daily Weather Data in R, The Journal of Open Source Software, 2(10), 177, https://doi.org/10.21105/joss.00177.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B31">
    <label>31.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Tjemkes, S. A., G. L. Stephens, and D. L. Jackson (1991), Spaceborne observation of columnar water vapor: SSMI observations and algorithm, Journal of Geophysical Research: Atmospheres, 96(D6), 10,941-10,954, https://doi.org/10.1029/91JD00272.</mixed-citation>
     <mixed-citation xml:lang="en">Tjemkes, S. A., G. L. Stephens, and D. L. Jackson (1991), Spaceborne observation of columnar water vapor: SSMI observations and algorithm, Journal of Geophysical Research: Atmospheres, 96(D6), 10,941-10,954, https://doi.org/10.1029/91JD00272.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B32">
    <label>32.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Volkov, D. S., I. A. Kosolapov, D. A. Grebenikov, and S. A. Lebedev (2023a), Creation of the main meteorological parameters Caspian Sea regional database based on weather station data, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 58-62, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Volkov, D. S., I. A. Kosolapov, D. A. Grebenikov, and S. A. Lebedev (2023a), Creation of the main meteorological parameters Caspian Sea regional database based on weather station data, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 58-62, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B33">
    <label>33.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Volkov, D. S., I. A. Kosolapov, D. A. Grebenikov, and S. A. Lebedev (2023b), Creation of the main meteorological parameters Caspian Sea regional database based on satellite microwave radiometry data, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 63-68, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
     <mixed-citation xml:lang="en">Volkov, D. S., I. A. Kosolapov, D. A. Grebenikov, and S. A. Lebedev (2023b), Creation of the main meteorological parameters Caspian Sea regional database based on satellite microwave radiometry data, in Fundamental and applied aspects of geology, geophysics and geoecology using modern information technologies. VII International Scientific and Practical Conference. Part 1, pp. 63-68, Maykop State Technological University, Republic of Adygeya, Maykop (in Russian).</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B34">
    <label>34.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">WMO (2007), The role of Climatological Normals in a Changing Climate. WCDMP-No. 61. WMO-TD No. 1377, 130 pp., World Meteorological Organization, Geneva.</mixed-citation>
     <mixed-citation xml:lang="en">WMO (2007), The role of Climatological Normals in a Changing Climate. WCDMP-No. 61. WMO-TD No. 1377, 130 pp., World Meteorological Organization, Geneva.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B35">
    <label>35.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">WMO (2015), Cg-17 Seventeenth World Meteorological Congress. Abridged final report with resolutions. Geneva. 25 May-12 June 2015. WMO-No. 1157, 1171 pp., World Meteorological Organization, Geneva.</mixed-citation>
     <mixed-citation xml:lang="en">WMO (2015), Cg-17 Seventeenth World Meteorological Congress. Abridged final report with resolutions. Geneva. 25 May-12 June 2015. WMO-No. 1157, 1171 pp., World Meteorological Organization, Geneva.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B36">
    <label>36.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">WMO (2017), WMO Guidelines on the Calculation of Climate Normals. WMO-No. 1203, 29 pp., World Meteorological Organization, Geneva.</mixed-citation>
     <mixed-citation xml:lang="en">WMO (2017), WMO Guidelines on the Calculation of Climate Normals. WMO-No. 1203, 29 pp., World Meteorological Organization, Geneva.</mixed-citation>
    </citation-alternatives>
   </ref>
   <ref id="B37">
    <label>37.</label>
    <citation-alternatives>
     <mixed-citation xml:lang="ru">Zonn, I. S., A. G. Kostianoy, A. N. Kosarev, and M. H. Glantz (2010), The Caspian Sea Encyclopedia, Springer Berlin Heidelberg, https://doi.org/10.1007/978-3-642-11524-0.</mixed-citation>
     <mixed-citation xml:lang="en">Zonn, I. S., A. G. Kostianoy, A. N. Kosarev, and M. H. Glantz (2010), The Caspian Sea Encyclopedia, Springer Berlin Heidelberg, https://doi.org/10.1007/978-3-642-11524-0.</mixed-citation>
    </citation-alternatives>
   </ref>
  </ref-list>
 </back>
</article>
