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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">64463</article-id>
   <article-id pub-id-type="doi">10.2205/2023ES000861</article-id>
   <article-id pub-id-type="edn">tsparr</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">Integrating Passive and Active Remote Sensing Data with Spatial Filters for Urban Growth Analysis in Urmia, Iran</article-title>
    <trans-title-group xml:lang="ru">
     <trans-title>Integrating Passive and Active Remote Sensing Data with Spatial Filters for Urban Growth Analysis in Urmia, Iran</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/0000-0002-6348-4028</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Isazade</surname>
       <given-names>Vahid </given-names>
      </name>
      <name xml:lang="en">
       <surname>Isazade</surname>
       <given-names>Vahid </given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-1"/>
    </contrib>
    <contrib contrib-type="author">
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Isazade</surname>
       <given-names>Esmail </given-names>
      </name>
      <name xml:lang="en">
       <surname>Isazade</surname>
       <given-names>Esmail </given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-2"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0001-9180-831X</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Qasimi</surname>
       <given-names>Abdul Baser</given-names>
      </name>
      <name xml:lang="en">
       <surname>Qasimi</surname>
       <given-names>Abdul Baser Baser</given-names>
      </name>
     </name-alternatives>
     <email>qasimi.abdul.a@gmail.com</email>
     <xref ref-type="aff" rid="aff-3"/>
    </contrib>
    <contrib contrib-type="author">
     <contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-5121-5242</contrib-id>
     <name-alternatives>
      <name xml:lang="ru">
       <surname>Serwa</surname>
       <given-names>Ahmed </given-names>
      </name>
      <name xml:lang="en">
       <surname>Serwa</surname>
       <given-names>Ahmed </given-names>
      </name>
     </name-alternatives>
     <xref ref-type="aff" rid="aff-4"/>
    </contrib>
   </contrib-group>
   <aff-alternatives id="aff-1">
    <aff>
     <institution xml:lang="ru">Department of department of geographical science</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Department of department of geographical science</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-2">
    <aff>
     <institution xml:lang="ru">Department of Urban planning</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Department of Urban planning</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-3">
    <aff>
     <institution xml:lang="ru">Department of geography, Faculty of Education, Samangan university</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Department of geography, Faculty of Education, Samangan university</institution>
     <country>Russian Federation</country>
    </aff>
   </aff-alternatives>
   <aff-alternatives id="aff-4">
    <aff>
     <institution xml:lang="ru">Faculty of Engineering in El-Mataria, Helwan University</institution>
     <country>Россия</country>
    </aff>
    <aff>
     <institution xml:lang="en">Faculty of Engineering in El-Mataria, Helwan University</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>16</lpage>
   <history>
    <date date-type="received" iso-8601-date="2023-05-15T00:00:00+03:00">
     <day>15</day>
     <month>05</month>
     <year>2023</year>
    </date>
    <date date-type="accepted" iso-8601-date="2023-07-10T00:00:00+03:00">
     <day>10</day>
     <month>07</month>
     <year>2023</year>
    </date>
   </history>
   <self-uri xlink:href="https://rjes.ru/en/nauka/article/64463/view">https://rjes.ru/en/nauka/article/64463/view</self-uri>
   <abstract xml:lang="ru">
    <p>Active remote sensing and related technologies are one of the new tools recently used to monitor complications and urban growth. This research aims to investigate the effect of spatial filters on urban complications. The aim of this paper is to compare Lee, Frost and Average spatial filters with Landsat 8 satellite images and radar images with HH/HV polarization to investigate and identify urban features in the west of Urmia City. The results showed that Filterelli with the kernel 3 x 3 had reduced the spike noise in Alus Palsard satellite radar images in identifying the growth of urban tolls. Also, the results of K-means classification, the Lee filter with kernel size 3 x 3 more accurately identifies the urban features of the west of Urmia City. The kappa coefficient was 0.96%, and the overall accuracy of this filter was 97.36%. Therefore, Lee’s spatial filter has successfully identified the urban features of west Urmia with high accuracy. This system can be implemented in any other field due to its generality and reliability. This system may be a step towards remote sensing automation.</p>
   </abstract>
   <trans-abstract xml:lang="en">
    <p>Active remote sensing and related technologies are one of the new tools recently used to monitor complications and urban growth. This research aims to investigate the effect of spatial filters on urban complications. The aim of this paper is to compare Lee, Frost and Average spatial filters with Landsat 8 satellite images and radar images with HH/HV polarization to investigate and identify urban features in the west of Urmia City. The results showed that Filterelli with the kernel 3 x 3 had reduced the spike noise in Alus Palsard satellite radar images in identifying the growth of urban tolls. Also, the results of K-means classification, the Lee filter with kernel size 3 x 3 more accurately identifies the urban features of the west of Urmia City. The kappa coefficient was 0.96%, and the overall accuracy of this filter was 97.36%. Therefore, Lee’s spatial filter has successfully identified the urban features of west Urmia with high accuracy. This system can be implemented in any other field due to its generality and reliability. This system may be a step towards remote sensing automation.</p>
   </trans-abstract>
   <kwd-group xml:lang="ru">
    <kwd>Urbangrowth</kwd>
    <kwd>Activeremotesensing</kwd>
    <kwd>Passiveremotesensing</kwd>
    <kwd>Leefilter</kwd>
    <kwd>Urmia</kwd>
   </kwd-group>
   <kwd-group xml:lang="en">
    <kwd>Urbangrowth</kwd>
    <kwd>Activeremotesensing</kwd>
    <kwd>Passiveremotesensing</kwd>
    <kwd>Leefilter</kwd>
    <kwd>Urmia</kwd>
   </kwd-group>
   <funding-group>
    <funding-statement xml:lang="ru">We, the authors, thank the respected reviewers for reviewing this article. The research does not receive any funding. Data will be available based on request.</funding-statement>
    <funding-statement xml:lang="en">We, the authors, thank the respected reviewers for reviewing this article. The research does not receive any funding. Data will be available based on request.</funding-statement>
   </funding-group>
  </article-meta>
 </front>
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  <p></p>
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