<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Publishing DTD v1.3 20210610//EN" "JATS-journalpublishing1-3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="research-article" dtd-version="1.3" xml:lang="en">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">Ecological Safety of Coastal and Shelf Zones of Sea</journal-id>
      <journal-title-group>
        <journal-title>Ecological Safety of Coastal and Shelf Zones of Sea</journal-title>
      </journal-title-group>
      <issn publication-format="print">2413-5577</issn>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">20250101</article-id>

      <article-categories>
        <subj-group subj-group-type="article-type">
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>

      <title-group>
        <article-title>Assessment of SKIRON and ERA5 Atmospheric Forcing for the Reconstruction of the Black Sea Circulation Based on Hydrophysical Modeling Results</article-title>
      </title-group>

      <contrib-group>
        <contrib contrib-type="author">
          <name>
            <surname>Dymova</surname>
            <given-names>O. A.</given-names>
          </name>
          <address>
            <country country="RU">Russian Federation</country>
          </address>
          <email>olgdymova@rambler.ru</email>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <name>
            <surname>Miklashevskaya</surname>
            <given-names>N. A.</given-names>
          </name>
          <address>
            <country country="RU">Russian Federation</country>
          </address>
          <email>nmikl@rambler.ru</email>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
      </contrib-group>

      <aff id="aff1">
        <institution>Marine Hydrophysical Institute of RAS</institution>
        <addr-line>Sevastopol</addr-line>
        <country country="RU">Russia</country>
      </aff>

      <pub-date date-type="pub" iso-8601-date="2025-03-31" publication-format="electronic">
        <day>31</day>
        <month>03</month>
        <year>2025</year>
      </pub-date>
      <volume>2025</volume>
      <issue>1</issue>
      <fpage>6</fpage>
      <lpage>25</lpage>

      <history>
        <date date-type="received" iso-8601-date="2024-06-15">
          <day>15</day>
          <month>06</month>
          <year>2024</year>
        </date>
        <date date-type="rev-recd" iso-8601-date="2024-12-17">
          <day>17</day>
          <month>12</month>
          <year>2024</year>
        </date>
        <date date-type="accepted" iso-8601-date="2024-09-20">
          <day>20</day>
          <month>09</month>
          <year>2024</year>
        </date>
      </history>

      <permissions>
        <copyright-statement>Copyright © 2025, O. A. Dymova, N. A. Miklashevskaya</copyright-statement>
        <copyright-year>2025</copyright-year>
        <copyright-holder>O. A. Dymova, N. A. Miklashevskaya</copyright-holder>
        <ali:free_to_read xmlns:ali="http://www.niso.org/schemas/ali/1.0/"/>
        <license>
          <ali:license_ref xmlns:ali="http://www.niso.org/schemas/ali/1.0/">https://creativecommons.org/licenses/by-nc/4.0/</ali:license_ref>
        </license>
      </permissions>
      <self-uri xlink:href="https://ecological-safety.ru/en/repository/issues/2025/01/01/" xlink:title="Page of article">https://ecological-safety.ru/en/repository/issues/2025/01/01/</self-uri>

      <abstract>
        <p>A modeling of the Black Sea circulation for 2016 was carried out with different sets of atmospheric forcing data to determine the optimal atmospheric forcing for retrospective analysis of hydrophysical fields. An eddy-resolving z-model of Marine Hydrophysical Institute with a resolution of 1.6 km was used for the calculations. Differences in the circulation structure for the two experiments were revealed. It was shown that in the SKIRON experiment compared to ERA5, the cyclonic circulation of the Black Sea was weakened, the isopycnic surfaces were aligned, and the cold intermediate layer was not determined by the 8°C isotherm due to the underestimation of the solar radiation flux and weakening of the wind influence. A comparison of the model thermohaline characteristics calculated using ERA5 and SKIRON atmospheric forcings and measurement data of temperature and salinity obtained by ARGO profiling floats and onboard equipment in 87, 89, 91 cruises of R/V Professor Vodyanitsky was carried out. According to the validation results, it was obtained that in the upper 300-meter layer, for all measurement stations the mean RMSE of temperature and salinity in the ERA5 experiment were 28 and 17% lower, respectively, than the RMSE calculated from the SKIRON data.</p>
      </abstract>

      <kwd-group>
        <kwd>Black Sea</kwd>
        <kwd>modeling</kwd>
        <kwd>temperature</kwd>
        <kwd>salinity</kwd>
        <kwd>current velocity</kwd>
        <kwd>in situ data</kwd>
        <kwd>forcing</kwd>
        <kwd>ERA5</kwd>
        <kwd>SKIRON</kwd>
      </kwd-group>

      <funding-group>
        <funding-statement>The work was supported by the state assignment of MHI RAS on topic no. FNNN-2024-0001 ("Oceanological processes" code).</funding-statement>
      </funding-group>

      <author-notes>
        <p><bold>About the authors:</bold></p>
        <p><bold>Olga A. Dymova</bold>, Leading Research Associate, Marine Hydrophysical Institute of RAS (2 Kapitanskaya Str., Sevastopol, 299011, Russian Federation), PhD (Phys.-Math.), ORCID ID: 0000-0003-4036-2447, ResearcherID: P-9669-2015, <email>olgdymova@rambler.ru</email></p>
        <p><bold>Nadezhda A. Miklashevskaya</bold>, Junior Research Associate, Marine Hydrophysical Institute of RAS (2 Kapitanskaya Str., Sevastopol, 299011, Russian Federation), ORCID ID: 0000-0003-2619-343X, ResearcherID: P-2167-2017, <email>nmikl@rambler.ru</email></p>
        <p><bold>Contribution of the authors:</bold></p>
        <p><bold>Olga A. Dymova</bold> – literature review on the study problem, concept exploration, outlining the study methodology, carrying out calculations, processing and description of the study results, results analysis and interpretation, data visualisation and their presentation in the text, critical analysis and revision of the text</p>
        <p><bold>Nadezhda A. Miklashevskaya</bold> – processing and description of the study results, qualitative and quantitative analysis of the results, data visualisation and their presentation in the text, preparation of the article text</p>
        <p><italic>All the authors have read and approved the final manuscript.</italic></p>
      </author-notes>
    </article-meta>
  </front>

  <body>
    <p>Article text not included.</p>
  </body>

  <back>
    <ref-list>
      <title>REFERENCES</title>
      <ref id="B1">
        <label>1.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Cessi</surname><given-names>P.</given-names></name>
            <name><surname>Pinardi</surname><given-names>N.</given-names></name>
            <name><surname>Lyubartsev</surname><given-names>V.</given-names></name>
          </person-group>
          <article-title>Energetics of Semienclosed Basins with Two-Layer Flows at the Strait</article-title>
          <source>Journal of Physical Oceanography</source>
          <year>2014</year>
          <volume>44</volume>
          <issue>3</issue>
          <fpage>967</fpage>
          <lpage>979</lpage>
          <pub-id pub-id-type="doi">10.1175/JPO-D-13-0129.1</pub-id>
        </element-citation>
      </ref>
      <ref id="B2">
        <label>2.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Dyakonov</surname><given-names>G.S.</given-names></name>
            <name><surname>Ibrayev</surname><given-names>R.A.</given-names></name>
          </person-group>
          <article-title>Long-Term Evolution of Caspian Sea Thermohaline Properties Reconstructed in an Eddy-Resolving Ocean General Circulation Model</article-title>
          <source>Ocean Science</source>
          <year>2019</year>
          <volume>15</volume>
          <issue>3</issue>
          <fpage>527</fpage>
          <lpage>541</lpage>
          <pub-id pub-id-type="doi">10.5194/os-15-527-2019</pub-id>
        </element-citation>
      </ref>
      <ref id="B3">
        <label>3.</label>
        <element-citation publication-type="paper-conference">
          <person-group person-group-type="author">
            <name><surname>Fomin</surname><given-names>V.</given-names></name>
            <name><surname>Diansky</surname><given-names>N.</given-names></name>
            <name><surname>Korshenko</surname><given-names>E.</given-names></name>
            <name><surname>Panasenkova</surname><given-names>I.</given-names></name>
          </person-group>
          <article-title>Assessment of Extreme Surge Simulation Accuracy in the Sea of Azov for Various Types of Atmospheric Forcing and Ocean Model Parameters</article-title>
          <source>Proceedings of the 5th International Conference on Geographical Information Systems Theory, Applications and Management</source>
          <year>2019</year>
          <volume>1</volume>
          <fpage>340</fpage>
          <lpage>344</lpage>
          <pub-id pub-id-type="doi">10.5220/0007836603400344</pub-id>
        </element-citation>
      </ref>
      <ref id="B4">
        <label>4.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Oguz</surname><given-names>T.</given-names></name>
            <name><surname>Malanotte-Rizzoli</surname><given-names>P.</given-names></name>
            <name><surname>Aubrey</surname><given-names>D.</given-names></name>
          </person-group>
          <article-title>Wind and Thermohaline Circulation of the Black Sea Driven by Yearly Mean Climatological Forcing</article-title>
          <source>Journal of Geophysical Research: Oceans</source>
          <year>1995</year>
          <volume>100</volume>
          <issue>C4</issue>
          <fpage>6845</fpage>
          <lpage>6863</lpage>
          <pub-id pub-id-type="doi">10.1029/95JC00022</pub-id>
        </element-citation>
      </ref>
      <ref id="B5">
        <label>5.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Demyshev</surname><given-names>S.G.</given-names></name>
            <name><surname>Dymova</surname><given-names>O.A.</given-names></name>
            <name><surname>Miklashevskaya</surname><given-names>N.A.</given-names></name>
          </person-group>
          <article-title>Spatio-Temporal Variability of Hydrophysical and Energy Characteristics of the Black Sea Circulation During Prevalence Movements of Different Scale</article-title>
          <source>Journal of Oceanological Research</source>
          <year>2022</year>
          <volume>50</volume>
          <issue>3</issue>
          <fpage>27</fpage>
          <lpage>50</lpage>
          <pub-id pub-id-type="doi">10.29006/1564-2291.JOR-2022.50(3).2</pub-id>
        </element-citation>
      </ref>
      <ref id="B6">
        <label>6.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Korotaev</surname><given-names>G.K.</given-names></name>
            <name><surname>Knysh</surname><given-names>V.V.</given-names></name>
            <name><surname>Lishaev</surname><given-names>P.N.</given-names></name>
            <name><surname>Sarkisyan</surname><given-names>A.S.</given-names></name>
          </person-group>
          <article-title>Reanalysis of Seasonal and Interannual Variability of Black Sea Fields for 1993-2012</article-title>
          <source>Izvestiya, Atmospheric and Oceanic Physics</source>
          <year>2016</year>
          <volume>52</volume>
          <issue>4</issue>
          <fpage>418</fpage>
          <lpage>430</lpage>
          <pub-id pub-id-type="doi">10.1134/S0001433816040071</pub-id>
        </element-citation>
      </ref>
      <ref id="B7">
        <label>7.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Korotaev</surname><given-names>G.K.</given-names></name>
            <name><surname>Belokopytov</surname><given-names>V.N.</given-names></name>
            <name><surname>Dorofeev</surname><given-names>V.L.</given-names></name>
            <name><surname>Mizyuk</surname><given-names>A.I.</given-names></name>
            <name><surname>Kholod</surname><given-names>A.L.</given-names></name>
          </person-group>
          <article-title>Acceleration of Climate Change in the Upper Layer of the Black Sea</article-title>
          <source>Doklady Earth Sciences</source>
          <year>2024</year>
          <volume>518</volume>
          <issue>1</issue>
          <fpage>1550</fpage>
          <lpage>1555</lpage>
          <pub-id pub-id-type="doi">10.1134/S1028334X24602797</pub-id>
        </element-citation>
      </ref>
      <ref id="B8">
        <label>8.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Demyshev</surname><given-names>S.G.</given-names></name>
          </person-group>
          <article-title>A Numerical Model of Online Forecasting Black Sea Currents</article-title>
          <source>Izvestiya, Atmospheric and Oceanic Physics</source>
          <year>2012</year>
          <volume>48</volume>
          <issue>1</issue>
          <fpage>120</fpage>
          <lpage>132</lpage>
          <pub-id pub-id-type="doi">10.1134/S0001433812010021</pub-id>
        </element-citation>
      </ref>
      <ref id="B9">
        <label>9.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Mellor</surname><given-names>G.L.</given-names></name>
            <name><surname>Yamada</surname><given-names>T.</given-names></name>
          </person-group>
          <article-title>Development of a Turbulence Closure Model for Geophysical Fluid Problems</article-title>
          <source>Reviews of Geophysics</source>
          <year>1982</year>
          <volume>20</volume>
          <issue>4</issue>
          <fpage>851</fpage>
          <lpage>875</lpage>
          <pub-id pub-id-type="doi">10.1029/RG020i004p00851</pub-id>
        </element-citation>
      </ref>
      <ref id="B10">
        <label>10.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Arakawa</surname><given-names>A.</given-names></name>
            <name><surname>Lamb</surname><given-names>V.R.</given-names></name>
          </person-group>
          <article-title>A Potential Enstrophy and Energy Conserving Scheme for the Shallow Water Equation</article-title>
          <source>Monthly Weather Review</source>
          <year>1981</year>
          <volume>109</volume>
          <issue>1</issue>
          <fpage>18</fpage>
          <lpage>36</lpage>
          <pub-id pub-id-type="doi">10.1175/1520-0493(1981)109&lt;0018:APEAEC&gt;2.0.CO;2</pub-id>
        </element-citation>
      </ref>
      <ref id="B11">
        <label>11.</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name><surname>Gruzinov</surname><given-names>V.M.</given-names></name>
            <name><surname>Diansky</surname><given-names>N.A.</given-names></name>
            <name><surname>Diakov</surname><given-names>N.N.</given-names></name>
            <name><surname>Stepanov</surname><given-names>D.V.</given-names></name>
          </person-group>
          <article-title>Estimating the Coastal-Trapped Internal Wave Parameters in the Black Sea</article-title>
          <source>SOI Proceedings</source>
          <year>2018</year>
          <issue>219</issue>
          <fpage>66</fpage>
          <lpage>87</lpage>
          <comment>(in Russian)</comment>
        </element-citation>
      </ref>
      <ref id="B12">
        <label>12.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Chelton</surname><given-names>D.B.</given-names></name>
            <name><surname>Schlax</surname><given-names>M.G.</given-names></name>
            <name><surname>Samelson</surname><given-names>R.M.</given-names></name>
          </person-group>
          <article-title>Global Observations of Nonlinear Mesoscale Eddies</article-title>
          <source>Progress in Oceanography</source>
          <year>2011</year>
          <volume>91</volume>
          <issue>2</issue>
          <fpage>167</fpage>
          <lpage>216</lpage>
          <pub-id pub-id-type="doi">10.1016/j.pocean.2011.01.002</pub-id>
        </element-citation>
      </ref>
      <ref id="B13">
        <label>13.</label>
        <element-citation publication-type="book">
          <person-group person-group-type="editor">
            <name><surname>Simonov</surname><given-names>A.I.</given-names></name>
            <name><surname>Altman</surname><given-names>E.N.</given-names></name>
          </person-group>
          <source>Hydrometeorology and Hydrochemistry of Seas of the USSR. Vol. 4. The Black Sea. Iss. 1. Hydrometeorological Conditions</source>
          <publisher-loc>Saint Petersburg</publisher-loc>
          <publisher-name>Gidrometeoizdat</publisher-name>
          <year>1991</year>
          <size units="pages">429</size>
          <comment>(in Russian)</comment>
        </element-citation>
      </ref>
      <ref id="B14">
        <label>14.</label>
        <element-citation publication-type="paper-conference">
          <person-group person-group-type="author">
            <name><surname>Kallos</surname><given-names>G.</given-names></name>
            <name><surname>Nickovic</surname><given-names>S.</given-names></name>
            <name><surname>Papadopoulos</surname><given-names>A.</given-names></name>
            <name><surname>Jovic</surname><given-names>D.</given-names></name>
            <name><surname>Kakaliagou</surname><given-names>O.</given-names></name>
            <name><surname>Misirlis</surname><given-names>N.</given-names></name>
            <name><surname>Boukas</surname><given-names>L.</given-names></name>
            <name><surname>Mitikou</surname><given-names>N.</given-names></name>
            <name><surname>Sakelaridis</surname><given-names>G.</given-names></name>
            <etal/>
          </person-group>
          <article-title>The Regional Weather Forecasting System SKIRON: An Overview</article-title>
          <source>Proceedings of the International Symposium on Regional Weather Prediction on Parallel Computer Environments</source>
          <year>1997</year>
          <fpage>109</fpage>
          <lpage>122</lpage>
        </element-citation>
      </ref>
      <ref id="B15">
        <label>15.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Shokurov</surname><given-names>M.V.</given-names></name>
            <name><surname>Shokurova</surname><given-names>I.G.</given-names></name>
          </person-group>
          <article-title>Wind Stress Curl over the Black Sea under Different Wind Regimes</article-title>
          <source>Physical Oceanography</source>
          <year>2017</year>
          <issue>6</issue>
          <fpage>12</fpage>
          <lpage>23</lpage>
          <pub-id pub-id-type="doi">10.22449/1573-160X-2017-6-12-23</pub-id>
        </element-citation>
      </ref>
      <ref id="B16">
        <label>16.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Korotaev</surname><given-names>G.</given-names></name>
            <name><surname>Oguz</surname><given-names>T.</given-names></name>
            <name><surname>Nikiforov</surname><given-names>A.</given-names></name>
            <name><surname>Koblinsky</surname><given-names>C.</given-names></name>
          </person-group>
          <article-title>Seasonal, Interannual, and Mesoscale Variability of the Black Sea Upper Layer Circulation Derived from Altimeter Data</article-title>
          <source>Journal of Geophysical Research: Oceans</source>
          <year>2003</year>
          <volume>108</volume>
          <issue>C4</issue>
          <fpage>3122</fpage>
          <pub-id pub-id-type="doi">10.1029/2002JC001508</pub-id>
        </element-citation>
      </ref>
      <ref id="B17">
        <label>17.</label>
        <element-citation publication-type="journal">
          <person-group person-group-type="author">
            <name><surname>Artamonov</surname><given-names>Yu.V.</given-names></name>
            <name><surname>Skripaleva</surname><given-names>E.A.</given-names></name>
            <name><surname>Alekseev</surname><given-names>D.V.</given-names></name>
            <name><surname>Fedirko</surname><given-names>A.V.</given-names></name>
            <name><surname>Shutov</surname><given-names>S.A.</given-names></name>
            <name><surname>Kolmak</surname><given-names>R.V.</given-names></name>
            <name><surname>Shapovalov</surname><given-names>R.O.</given-names></name>
            <name><surname>Shcherbachenko</surname><given-names>S.V.</given-names></name>
          </person-group>
          <article-title>Hydrological Research in the Northern Part of the Black Sea in 2016 (87th, 89th and 91st Cruises of R/V Professor Vodyanitsky)</article-title>
          <source>Physical Oceanography</source>
          <year>2018</year>
          <volume>25</volume>
          <issue>3</issue>
          <fpage>229</fpage>
          <lpage>234</lpage>
          <pub-id pub-id-type="doi">10.22449/1573-160X-2018-3-229-234</pub-id>
        </element-citation>
      </ref>
      <ref id="B18">
        <label>18.</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name><surname>Bayankina</surname><given-names>T.M.</given-names></name>
            <name><surname>Godin</surname><given-names>E.A.</given-names></name>
            <name><surname>Zhuk</surname><given-names>E.V.</given-names></name>
            <name><surname>Ingerov</surname><given-names>A.V.</given-names></name>
            <name><surname>Isaeva</surname><given-names>E.A.</given-names></name>
            <name><surname>Vetsalo</surname><given-names>M.P.</given-names></name>
          </person-group>
          <article-title>Information Resources of Marine Hydrophysical Institute, RAS: Current State and Development Prospects</article-title>
          <source>Processes in GeoMedia - Volume II</source>
          <year>2021</year>
          <fpage>187</fpage>
          <lpage>197</lpage>
          <pub-id pub-id-type="doi">10.1007/978-3-030-53521-6_22</pub-id>
        </element-citation>
      </ref>
      <ref id="B19">
        <label>19.</label>
        <element-citation publication-type="book">
          <person-group person-group-type="author">
            <name><surname>Ivanov</surname><given-names>V.A.</given-names></name>
            <name><surname>Belokopytov</surname><given-names>V.N.</given-names></name>
          </person-group>
          <source>Oceanography of the Black Sea</source>
          <publisher-loc>Sevastopol</publisher-loc>
          <publisher-name>EKOSI-Gidrofizika</publisher-name>
          <year>2013</year>
          <size units="pages">210</size>
        </element-citation>
      </ref>
    </ref-list>
  </back>
</article>
