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 <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">91146</article-id>
   <article-id pub-id-type="doi">10.2205/2025ES001002</article-id>
   <article-id pub-id-type="edn">yyjlyl</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">Methodological Aspects of Predictive Mineragenic Studies Using Earth Remote Sensing Data</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Methodological Aspects of Predictive Mineragenic Studies Using Earth Remote Sensing Data</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/0000-0002-7551-2516</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Петров</surname>
       <given-names>Владислав Александрович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Petrov</surname>
       <given-names>Vladislav Alexandrovich</given-names>
      </name>
     </name-alternatives>
     <email>rjes@wdcb.ru</email>
     <bio xml:lang="ru">
      <p>доктор геолого-минералогических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>doctor of geological and mineralogical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-6679-9607</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Устинов</surname>
       <given-names>Степан Андреевич</given-names>
      </name>
      <name xml:lang="en">
       <surname>Ustinov</surname>
       <given-names>Stepan Andreevich</given-names>
      </name>
     </name-alternatives>
     <email>stevesa@mail.ru</email>
     <bio xml:lang="ru">
      <p>кандидат геолого-минералогических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>candidate of geological and mineralogical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-9414-4678</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Минаев</surname>
       <given-names>Василий Александрович</given-names>
      </name>
      <name xml:lang="en">
       <surname>Minaev</surname>
       <given-names>Vasilii Aleksandrovich</given-names>
      </name>
     </name-alternatives>
     <email>minaev2403@mail.ru</email>
     <bio xml:lang="ru">
      <p>кандидат геолого-минералогических наук;</p>
     </bio>
     <bio xml:lang="en">
      <p>candidate of geological and mineralogical sciences;</p>
     </bio>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Институт геологии рудных месторождений, петрографии, минералогии и геохимии Российской Академии Наук</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Institute of Geology of Ore Deposits, Petrography, Mineralogy and Geochemistry Russian Academy of Sciences</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-2">
    <aff>
     <institution xml:lang="ru">Институт геологии рудных месторождений, петрографии минералогии и геохимии (ИГЕМ) Российской академии наук</institution>
    </aff>
    <aff>
     <institution xml:lang="en">The Institute of Geology of Ore Deposits, Petrography, Mineralogy, and Geochemistry, Russian Academy of Sciences</institution>
    </aff>
   </aff-alternatives>
   <pub-date publication-format="print" date-type="pub" iso-8601-date="2025-03-20T00:00:00+03:00">
    <day>20</day>
    <month>03</month>
    <year>2025</year>
   </pub-date>
   <pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-03-20T00:00:00+03:00">
    <day>20</day>
    <month>03</month>
    <year>2025</year>
   </pub-date>
   <volume>25</volume>
   <issue>3</issue>
   <fpage>1</fpage>
   <lpage>14</lpage>
   <history>
    <date date-type="received" iso-8601-date="2024-11-25T00:00:00+03:00">
     <day>25</day>
     <month>11</month>
     <year>2024</year>
    </date>
    <date date-type="accepted" iso-8601-date="2025-02-13T00:00:00+03:00">
     <day>13</day>
     <month>02</month>
     <year>2025</year>
    </date>
   </history>
   <self-uri xlink:href="https://rjes.ru/en/nauka/article/91146/view">https://rjes.ru/en/nauka/article/91146/view</self-uri>
   <abstract xml:lang="ru">
    <p>The article considers methodological aspects of allocation and substantiation of exploration areas for scarce types of ore minerals taking into account the concept of mineral systems and using Earth remote sensing data with the application of geoinformation and neural network technologies using the example of the Argun metallogenic zone in South-Eastern Transbaikalia. Of the entire range of areas of fundamental and exploratory scientific research, the main attention within the framework of predictive and mineragenic studies is paid to solving the following problems: 1) allocation of lineaments (fault zones) based on processing of digital elevation models; 2) determination of hydraulically active fault structures for the period of ore formation based on tectonophysical reconstructions; 3) analysis of multispectral characteristics of pre-ore, ore-accompanying and post-ore metasomatites based on statistical processing of Landsat-8 satellite data; 4) assessment of fluid-dynamic settings of deposit formation based on data on the composition, properties and genesis of mineral-forming fluids. 5) creation of weight of evidence models based on statistical algorithms for processing data on the dynamics of ore-genetic processes. The feasibility of using such an approach for setting up predictive mineragenic studies on scarce types of strategic mineral raw materials in areas with complex climatic and landscape conditions is shown.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>The article considers methodological aspects of allocation and substantiation of exploration areas for scarce types of ore minerals taking into account the concept of of mineral systems and using Earth remote sensing data with the application of geoinformation and neural network technologies using the example of the Argun metallogenic zone in South-Eastern Transbaikalia. Of the entire range of areas of fundamental and exploratory scientific research, the main attention within the framework of predictive and mineragenic studies is paid to solving the following problems: 1) allocation of lineaments (fault zones) based on processing of digital elevation models; 2) determination of hydraulically active fault structures for the period of ore formation based on tectonophysical reconstructions; 3) analysis of multispectral characteristics of pre-ore, ore-accompanying and post-ore metasomatites based on statistical processing of Landsat-8 satellite data; 4) assessment of fluid-dynamic settings of deposit formation based on data on the composition, properties and genesis of mineral-forming fluids. 5) creation of weight of evidence models based on statistical algorithms for processing data on the dynamics of ore-genetic processes. The feasibility of using such an approach for setting up predictive mineragenic studies on scarce types of strategic mineral raw materials in areas with complex climatic and landscape conditions is shown.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>South-Eastern Transbaikalia</kwd>
    <kwd>Argun metallogenic zone</kwd>
    <kwd>digital elevation model</kwd>
    <kwd>remote sensing of the Earth</kwd>
    <kwd>predictive mineragenic studies</kwd>
    <kwd>strategic metals</kwd>
    <kwd>lineaments</kwd>
    <kwd>tectonophysics</kwd>
    <kwd>mineral systems</kwd>
    <kwd>ore deposits</kwd>
    <kwd>geoinformation system</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>South-Eastern Transbaikalia</kwd>
    <kwd>Argun metallogenic zone</kwd>
    <kwd>digital elevation model</kwd>
    <kwd>remote sensing of the Earth</kwd>
    <kwd>predictive mineragenic studies</kwd>
    <kwd>strategic metals</kwd>
    <kwd>lineaments</kwd>
    <kwd>tectonophysics</kwd>
    <kwd>mineral systems</kwd>
    <kwd>ore deposits</kwd>
    <kwd>geoinformation system</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="ru">The work was carried out within the framework of the state assignment of IGEM RAS.</funding-statement>
    <funding-statement xml:lang="en">The work was carried out within the framework of the state assignment of IGEM RAS.</funding-statement>
   </funding-group>
  </article-meta>
 </front>
 <body>
  <p></p>
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