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  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">Physical Oceanography</journal-id>
      <journal-title-group>
        <journal-title xml:lang="en">Physical Oceanography</journal-title>
      </journal-title-group>
      <issn publication-format="print">1573-160X</issn>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">20240407</article-id>

      <article-categories>
        <subj-group subj-group-type="toc-heading" xml:lang="en">
          <subject>Automation of research of seas and oceans</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Research Article</subject>
        </subj-group>
      </article-categories>

      <title-group>
        <article-title xml:lang="en">Geoinformation System for <italic>Argo</italic> Floats Drift Assessment: The Black Sea Case</article-title>
      </title-group>

      <contrib-group>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4263-7734</contrib-id>
          <contrib-id contrib-id-type="researcherid">JCD-8660-2023</contrib-id>
          <name>
            <surname>Zhuk</surname>
            <given-names>E. V.</given-names>
          </name>
          <address>
            <country country="RU">Russian Federation</country>
          </address>
          <email>elena.zhuk@mhi-ras.ru</email>
          <xref ref-type="aff" rid="aff1"/>
        </contrib>
        <contrib contrib-type="author">
          <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-7123-6657</contrib-id>
          <contrib-id contrib-id-type="researcherid">Q-2638-2017</contrib-id>
          <name>
            <surname>Markova</surname>
            <given-names>N. V.</given-names>
          </name>
          <address>
            <country country="RU">Russian Federation</country>
          </address>
          <email>n.v.markova@mhi-ras.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="2024-08-31" publication-format="electronic">
        <day>31</day>
        <month>08</month>
        <year>2024</year>
      </pub-date>
      <volume>31</volume>
      <issue>4</issue>
      <fpage>562</fpage>
      <lpage>579</lpage>

      <history>
        <date date-type="received" iso-8601-date="2023-04-02">
          <day>02</day>
          <month>04</month>
          <year>2023</year>
        </date>
        <date date-type="rev-recd" iso-8601-date="2024-05-02">
          <day>02</day>
          <month>05</month>
          <year>2024</year>
        </date>
        <date date-type="accepted" iso-8601-date="2024-05-16">
          <day>16</day>
          <month>05</month>
          <year>2024</year>
        </date>
      </history>

      <permissions>
        <copyright-statement xml:lang="en">Copyright ©; 2024, E. V. Zhuk, N. V. Markova</copyright-statement>
        <copyright-year>2024</copyright-year>
        <copyright-holder xml:lang="en">E. V. Zhuk, N. V. Markova</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://physical-oceanography.ru/repository/issues/2024/04/07/" xlink:title="Article page">https://physical-oceanography.ru/repository/issues/2024/04/07/</self-uri>

      <abstract xml:lang="en">
        <p><bold>Purpose.</bold> The work is aimed at developing and implementing a geographic information system (GIS) that provides an opportunity for online work with the <italic>Argo</italic> floats data in the Black Sea and for its application to assess the float drift velocities in different sea layers.</p>
        <p><bold>Methods and Results.</bold> The geoinformation system is developed based on a client-server architecture using <italic>PostgreSQL</italic> DBMS to store the <italic>Argo</italic> float data, the <italic>jQuery</italic>, <italic>Plotly</italic> and <italic>mapbox gl</italic> libraries and, therefore, to implement a user interface and a cartographic service. The floats drift velocities are calculated and analyzed using the information provided by the <italic>Argo</italic> project in the public domain. The information is received from the autonomous drifting profiling floats and includes data on their satellite positioning, drift depths and profiling. The velocities at the float drift horizon are calculated using the data on its trajectory, meanwhile GIS assumes the possibility to recalculate velocities swiftly when new observation data are received, adjust calculation methodology, expand the range of statistical characteristics as well as to add a number of additional options. The <italic>Argo</italic> data array (early 2005 – mid 2022) was included in the system current version to calculate and analyze velocities. Application of GIS made it possible to estimate floats drift velocities in the Black Sea, specify mean velocity values as compared to the previous studies and show its seasonal variability in different layers of the sea.</p>
        <p><bold>Conclusions.</bold> The online services of the <italic>Argo</italic> project are complemented by the developed GIS that simplifies processing and scientific analysis of the Black Sea oceanographic data significantly with no need to use additional scripts, data downloads and external visualization systems. The examples of applying the system for the assessment of floats drift velocities at different depths and in certain parts of the sea are shown. In the future, GIS can be supplemented with new modules, such as automatic downloading of <italic>Argo</italic> data, operating with similar data arrays obtained, for example, from drifters or ADCP current profilers. Besides, it can be applied to any other regions.</p>
      </abstract>

      <kwd-group>
        <kwd>geoinformation system</kwd>
        <kwd>GIS</kwd>
        <kwd><italic>Argo</italic> floats</kwd>
        <kwd>drift velocity</kwd>
        <kwd>currents</kwd>
        <kwd>Black Sea</kwd>
        <kwd>database</kwd>
        <kwd>DB</kwd>
      </kwd-group>

      <funding-group>
        <funding-statement xml:lang="en">The work on development and implementation of GIS was carried out within the framework of the themes of state assignment of FSBSI FRC MHI FNNN-2024-0012 and FNNN-2024-0014. The velocity field features were studied within the framework of theme of state assignment FNNN-2024-0001. The authors are grateful to DSc. (Geogr.) V.N. Belokopytov for useful consultations while developing and testing the system, as well as to the reviewers for their attention to the work and its appreciation.</funding-statement>
      </funding-group>
    </article-meta>
  </front>

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