<?xml version="1.0" encoding="utf-8"?>
<TEI xmlns="http://www.tei-c.org/ns/1.0" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" xmlns:hal="http://hal.archives-ouvertes.fr/" xmlns:gml="http://www.opengis.net/gml/3.3/" xmlns:gmlce="http://www.opengis.net/gml/3.3/ce" version="1.1" xsi:schemaLocation="http://www.tei-c.org/ns/1.0 http://api.archives-ouvertes.fr/documents/aofr-sword.xsd">
  <teiHeader>
    <fileDesc>
      <titleStmt>
        <title>HAL TEI export of hal-03580148v2</title>
      </titleStmt>
      <publicationStmt>
        <distributor>CCSD</distributor>
        <availability status="restricted">
          <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal</licence>
        </availability>
        <date when="2026-05-21T01:19:20+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-Resolution</title>
            <author role="aut">
              <persName>
                <forename type="first">Binh Minh</forename>
                <surname>Nguyen</surname>
              </persName>
              <idno type="halauthorid">2432064-0</idno>
              <affiliation ref="#struct-481355"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Ganglin</forename>
                <surname>Tian</surname>
              </persName>
              <idno type="halauthorid">2432065-0</idno>
              <affiliation ref="#struct-481355"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Minh-Triet</forename>
                <surname>Vo</surname>
              </persName>
              <idno type="halauthorid">2432066-0</idno>
              <affiliation ref="#struct-481355"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Aurélie</forename>
                <surname>Michel</surname>
              </persName>
              <email type="md5">a9086d8110f50b04faff1718303856ee</email>
              <email type="domain">onera.fr</email>
              <idno type="idhal" notation="numeric">1123217</idno>
              <idno type="halauthorid" notation="string">31125-1123217</idno>
              <affiliation ref="#struct-531211"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Thomas</forename>
                <surname>Corpetti</surname>
              </persName>
              <email type="md5">419b59e4e433b122c770971a6dd8acfb</email>
              <email type="domain">univ-rennes2.fr</email>
              <idno type="idhal" notation="string">thomas-corpetti</idno>
              <idno type="idhal" notation="numeric">2112</idno>
              <idno type="halauthorid" notation="string">15062-2112</idno>
              <idno type="IDREF">https://www.idref.fr/067284396</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-0257-138X</idno>
              <orgName ref="#struct-0"/>
              <affiliation ref="#struct-441569"/>
              <affiliation ref="#struct-1088629"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Carlos</forename>
                <surname>Granero-Belinchon</surname>
              </persName>
              <email type="md5">024112d073f033e5cb214d245b50e171</email>
              <email type="domain">imt-atlantique.fr</email>
              <idno type="idhal" notation="string">carlos-granero-belinchon</idno>
              <idno type="idhal" notation="numeric">737486</idno>
              <idno type="halauthorid" notation="string">30762-737486</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-4095-0807</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=vKwDG3kAAAAJ&amp;hl=fr</idno>
              <orgName ref="#struct-481355"/>
              <affiliation ref="#struct-1067634"/>
              <affiliation ref="#struct-1060206"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Carlos</forename>
                <surname>Granero Belinchon</surname>
              </persName>
              <email type="md5">024112d073f033e5cb214d245b50e171</email>
              <email type="domain">imt-atlantique.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1">
              <date type="whenSubmitted">2022-02-21 14:58:11</date>
            </edition>
            <edition n="v2" type="current">
              <date type="whenSubmitted">2022-03-31 15:59:38</date>
              <date type="whenModified">2026-02-23 12:04:47</date>
              <date type="whenReleased">2022-04-01 09:51:11</date>
              <date type="whenProduced">2022-08-29</date>
              <date type="whenEndEmbargoed">2022-03-31</date>
              <ref type="file" target="https://hal.science/hal-03580148v2/document">
                <date notBefore="2022-03-31"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-03580148v2/file/EUSIPCO2022_TIR.pdf" id="file-3626556-3169524">
                <date notBefore="2022-03-31"/>
              </ref>
              <ref type="externalLink" target="http://arxiv.org/pdf/2202.10753"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="936866">
                <persName>
                  <forename>Carlos</forename>
                  <surname>Granero Belinchon</surname>
                </persName>
                <email type="md5">024112d073f033e5cb214d245b50e171</email>
                <email type="domain">imt-atlantique.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-03580148</idno>
            <idno type="halUri">https://hal.science/hal-03580148</idno>
            <idno type="halBibtex">nguyen:hal-03580148</idno>
            <idno type="halRefHtml">&lt;i&gt;2022 30th European Signal Processing Conference (EUSIPCO)&lt;/i&gt;, Aug 2022, Belgrade, Serbia. &lt;a target="_blank" href="https://dx.doi.org/10.23919/EUSIPCO55093.2022.9909569"&gt;&amp;#x27E8;10.23919/EUSIPCO55093.2022.9909569&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">2022 30th European Signal Processing Conference (EUSIPCO), Aug 2022, Belgrade, Serbia. &amp;#x27E8;10.23919/EUSIPCO55093.2022.9909569&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-3626556-3169524"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="UNIV-BREST">Université de Bretagne occidentale - Brest (UBO)</idno>
            <idno type="stamp" n="ONERA">ONERA - Office National d'Études et de Recherches Aérospatiales</idno>
            <idno type="stamp" n="UR2-HB">Université Rennes 2 - Haute Bretagne</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-UBS">Université de Bretagne Sud</idno>
            <idno type="stamp" n="LETG" corresp="UNIV-BREST">Littoral, Environnement, Télédétection, Géomatique</idno>
            <idno type="stamp" n="LETG-COSTEL" corresp="LETG">LETG-Rennes</idno>
            <idno type="stamp" n="LAB-STICC_UBO" corresp="UNIV-BREST">Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance, site de l'UBO</idno>
            <idno type="stamp" n="GIP-BE">GIP Bretagne Environnement</idno>
            <idno type="stamp" n="ENIB">Ecole Nationale d'Ingénieurs de Brest</idno>
            <idno type="stamp" n="LAB-STICC">Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance</idno>
            <idno type="stamp" n="UNIV-RENNES2">Université Rennes 2</idno>
            <idno type="stamp" n="ONERA-MIP" corresp="ONERA">ONERA Midi-Pyrénées</idno>
            <idno type="stamp" n="LAB-STICC_IMTA">Lab-STICC - IMT Atlantique</idno>
            <idno type="stamp" n="UNIV-RENNES">Université de Rennes</idno>
            <idno type="stamp" n="IMT-ATLANTIQUE" corresp="INSTITUT-MINES-TELECOM">IMT-ATLANTIQUE</idno>
            <idno type="stamp" n="PRACOM">Chaire Pracom</idno>
            <idno type="stamp" n="INSTITUTS-TELECOM">composantes instituts telecom </idno>
            <idno type="stamp" n="IMTA_MEE">IMT Atlantique - Département mathematical and electrical engineering</idno>
            <idno type="stamp" n="LAB-STICC_OSE_IMTA" corresp="IMT-ATLANTIQUE">OSE - Observations Signal &amp; Environnement (Lab-STICC)</idno>
            <idno type="stamp" n="LAB-STICC_OSE">Equipe Observations Signal &amp; Environnement</idno>
            <idno type="stamp" n="LAB-STICC_IAOCEAN">Pôle AI &amp; Ocean</idno>
            <idno type="stamp" n="NANTES-UNIVERSITE">Nantes Université</idno>
            <idno type="stamp" n="NANTES-UNIV">Nantes Université</idno>
            <idno type="stamp" n="TEST3-HALCNRS">TEST3-HALCNRS</idno>
            <idno type="stamp" n="TEST4-HALCNRS">collection test</idno>
            <idno type="stamp" n="TEST5-HALCNRS">collection test 5</idno>
            <idno type="stamp" n="INEE-CNRS">Institut écologie et environnement du CNRS</idno>
            <idno type="stamp" n="DOTA_ONERA" corresp="ONERA">DOTA ONERA</idno>
            <idno type="stamp" n="INSTITUT-MINES-TELECOM">Institut Mines Telecom</idno>
            <idno type="stamp" n="IP-PARIS-INFORMATION-COMMUNICATION-ELECTRONIQUE">IP Paris Département d'Information, de Communication et d'Électronique</idno>
            <idno type="stamp" n="CLIMAT-URBAIN">Climatologie urbaine</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="invited" n="1">Yes</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
            <note type="proceedings" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Convolutional Neural Network Modelling for MODIS Land Surface Temperature Super-Resolution</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Binh Minh</forename>
                    <surname>Nguyen</surname>
                  </persName>
                  <idno type="halauthorid">2432064-0</idno>
                  <affiliation ref="#struct-481355"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Ganglin</forename>
                    <surname>Tian</surname>
                  </persName>
                  <idno type="halauthorid">2432065-0</idno>
                  <affiliation ref="#struct-481355"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Minh-Triet</forename>
                    <surname>Vo</surname>
                  </persName>
                  <idno type="halauthorid">2432066-0</idno>
                  <affiliation ref="#struct-481355"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Aurélie</forename>
                    <surname>Michel</surname>
                  </persName>
                  <email type="md5">a9086d8110f50b04faff1718303856ee</email>
                  <email type="domain">onera.fr</email>
                  <idno type="idhal" notation="numeric">1123217</idno>
                  <idno type="halauthorid" notation="string">31125-1123217</idno>
                  <affiliation ref="#struct-531211"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Thomas</forename>
                    <surname>Corpetti</surname>
                  </persName>
                  <email type="md5">419b59e4e433b122c770971a6dd8acfb</email>
                  <email type="domain">univ-rennes2.fr</email>
                  <idno type="idhal" notation="string">thomas-corpetti</idno>
                  <idno type="idhal" notation="numeric">2112</idno>
                  <idno type="halauthorid" notation="string">15062-2112</idno>
                  <idno type="IDREF">https://www.idref.fr/067284396</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-0257-138X</idno>
                  <orgName ref="#struct-0"/>
                  <affiliation ref="#struct-441569"/>
                  <affiliation ref="#struct-1088629"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Carlos</forename>
                    <surname>Granero-Belinchon</surname>
                  </persName>
                  <email type="md5">024112d073f033e5cb214d245b50e171</email>
                  <email type="domain">imt-atlantique.fr</email>
                  <idno type="idhal" notation="string">carlos-granero-belinchon</idno>
                  <idno type="idhal" notation="numeric">737486</idno>
                  <idno type="halauthorid" notation="string">30762-737486</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-4095-0807</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=vKwDG3kAAAAJ&amp;hl=fr</idno>
                  <orgName ref="#struct-481355"/>
                  <affiliation ref="#struct-1067634"/>
                  <affiliation ref="#struct-1060206"/>
                </author>
              </analytic>
              <monogr>
                <idno type="isbn">978-1-6654-6798-8</idno>
                <title level="m">30th European Signal Processing Conference (EUSIPCO)</title>
                <meeting>
                  <title>2022 30th European Signal Processing Conference (EUSIPCO)</title>
                  <date type="start">2022-08-29</date>
                  <date type="end">2022-09-02</date>
                  <settlement>Belgrade</settlement>
                  <country key="RS">Serbia</country>
                </meeting>
                <imprint>
                  <date type="datePub">2022</date>
                </imprint>
              </monogr>
              <idno type="arxiv">2202.10753</idno>
              <idno type="doi">10.23919/EUSIPCO55093.2022.9909569</idno>
              <ref type="publisher">https://ieeexplore.ieee.org/document/9909569</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Super-Resolution</term>
                <term xml:lang="en">CNN</term>
                <term xml:lang="en">U-Net</term>
                <term xml:lang="en">LST</term>
                <term xml:lang="en">MODIS</term>
              </keywords>
              <classCode scheme="halDomain" n="info.info-ts">Computer Science [cs]/Signal and Image Processing</classCode>
              <classCode scheme="halDomain" n="info.info-ai">Computer Science [cs]/Artificial Intelligence [cs.AI]</classCode>
              <classCode scheme="halDomain" n="phys.phys.phys-data-an">Physics [physics]/Physics [physics]/Data Analysis, Statistics and Probability [physics.data-an]</classCode>
              <classCode scheme="halDomain" n="sdu.envi">Sciences of the Universe [physics]/Continental interfaces, environment</classCode>
              <classCode scheme="halTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halOldTypology" n="COMM">Conference papers</classCode>
              <classCode scheme="halTreeTypology" n="COMM">Conference papers</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>Nowadays, thermal infrared satellite remote sensors enable to extract very interesting information at large scale, in particular Land Surface Temperature (LST). However such data are limited in spatial and/or temporal resolutions which prevents from an analysis at fine scales. For example, MODIS satellite provides daily acquisitions with 1Km spatial resolutions which is not sufficient to deal with highly heterogeneous environments as agricultural parcels. Therefore, image super-resolution is a crucial task to better exploit MODIS LSTs. This issue is tackled in this paper. We introduce a deep learning-based algorithm, named Multi-residual U-Net, for super-resolution of MODIS LST single-images. Our proposed network is a modified version of U-Net architecture, which aims at super-resolving the input LST image from 1Km to 250m per pixel. The results show that our Multi-residual U-Net outperforms other state-of-the-art methods.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="institution" xml:id="struct-481355" status="VALID">
          <idno type="IdRef">202743233</idno>
          <idno type="ROR">https://ror.org/030hj3061</idno>
          <orgName>IMT Atlantique</orgName>
          <orgName type="acronym">IMT Atlantique</orgName>
          <date type="start">2017-01-01</date>
          <desc>
            <address>
              <addrLine>Campus Brest : Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3 -Campus Nantes : 4, rue Alfred Kastler- La chantrerie 44300 NANTES -Campus Rennes :  2 Rue de la Châtaigneraie, 35510 CESSON SEVIGNE</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt-atlantique.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-302102" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-531211" status="VALID">
          <orgName>DOTA, ONERA, Université de Toulouse [Toulouse]</orgName>
          <date type="start">2018-03-19</date>
          <desc>
            <address>
              <addrLine>31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.onera.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300024" type="direct"/>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="researchteam" xml:id="struct-1088629" status="VALID">
          <idno type="IdRef">238184129</idno>
          <orgName>Littoral, Environnement, Télédétection, Géomatique</orgName>
          <orgName type="acronym">LETG - Rennes</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>Maison de la Recherche Place du Recteur Henri Le Moal 35043 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://letg.cnrs.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-406201" type="direct"/>
            <relation active="#struct-1088630" type="direct"/>
            <relation name="UMR6554" active="#struct-441569" type="indirect"/>
            <relation active="#struct-1088602" type="indirect"/>
            <relation active="#struct-1083401" type="indirect"/>
            <relation active="#struct-1083366" type="indirect"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-1067634" status="OLD">
          <orgName>Equipe Observations Signal &amp; Environnement</orgName>
          <orgName type="acronym">Lab-STICC_OSE</orgName>
          <date type="start">2021-01-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation name="UMR6285" active="#struct-486345" type="direct"/>
            <relation active="#struct-131284" type="indirect"/>
            <relation active="#struct-300314" type="indirect"/>
            <relation active="#struct-1705235" type="indirect"/>
            <relation active="#struct-172265" type="indirect"/>
            <relation active="#struct-301846" type="indirect"/>
            <relation active="#struct-302102" type="indirect"/>
            <relation name="UMR6285" active="#struct-441569" type="indirect"/>
            <relation active="#struct-469973" type="indirect"/>
            <relation active="#struct-481355" type="indirect"/>
          </listRelation>
        </org>
        <org type="department" xml:id="struct-1060206" status="VALID">
          <orgName>Département Mathematical and Electrical Engineering</orgName>
          <orgName type="acronym">IMT Atlantique - MEE</orgName>
          <date type="start">2021-01-01</date>
          <desc>
            <address>
              <addrLine>IMT Atlantique - Campus de Brest - Technopôle Brest-Iroise CS 8381829238 BREST Cedex 3</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-481355" type="direct"/>
            <relation active="#struct-302102" type="indirect"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-302102" status="VALID">
          <idno type="IdRef">192427156</idno>
          <idno type="ISNI">000000012202567X</idno>
          <idno type="ROR">https://ror.org/025vp2923</idno>
          <idno type="Wikidata">Q27962533</idno>
          <orgName>Institut Mines-Télécom [Paris]</orgName>
          <orgName type="acronym">IMT</orgName>
          <date type="start">2012-03-01</date>
          <desc>
            <address>
              <addrLine>19 Place Marguerite Perey, 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.imt.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300024" status="VALID">
          <idno type="ROR">https://ror.org/005y2ap84</idno>
          <orgName>ONERA</orgName>
          <desc>
            <address>
              <addrLine>Office National d’Études et de Recherches Aéronautiques29, avenue de la Division Leclerc - BP 72 - 92322 CHATILLON CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.onera.fr/fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-443875" status="VALID">
          <idno type="ROR">https://ror.org/017tgbk05</idno>
          <orgName>Communauté d'universités et établissements de Toulouse</orgName>
          <orgName type="acronym">Comue de Toulouse</orgName>
          <desc>
            <address>
              <addrLine>41 Allée Jules Guesde, 31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-toulouse.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-300314" status="VALID">
          <idno type="IdRef">291809022</idno>
          <idno type="ISNI">0000000121880893</idno>
          <idno type="ROR">https://ror.org/0372th171</idno>
          <orgName>Université de Brest</orgName>
          <orgName type="acronym">UBO EPE</orgName>
          <desc>
            <address>
              <addrLine>Université de Bretagne Occidentale - 3 Rue des Archives 29238, Brest</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-brest.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-406201" status="VALID">
          <idno type="IdRef">054447658</idno>
          <idno type="ISNI">0000000121522279</idno>
          <idno type="ROR">https://ror.org/01m84wm78</idno>
          <orgName>Université de Rennes 2</orgName>
          <orgName type="acronym">UR2</orgName>
          <desc>
            <address>
              <addrLine>Place du recteur Henri Le Moal - CS 24307 - 35043 Rennes cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-rennes2.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-1088630" status="VALID">
          <idno type="IdRef">221296700</idno>
          <idno type="ISNI">0000 0000 8526 8073</idno>
          <idno type="RNSR">199612340K</idno>
          <idno type="ROR">https://ror.org/05sat2s07</idno>
          <orgName>Littoral, Environnement, Télédétection, Géomatique UMR 6554</orgName>
          <orgName type="acronym">LETG</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>Institut Universitaire Européen de la Mer - Technopôle Brest-Iroise - Place Nicolas Copernic 29280 Plouzané</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://letg.cnrs.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-406201" type="direct"/>
            <relation name="UMR6554" active="#struct-441569" type="direct"/>
            <relation active="#struct-1088602" type="direct"/>
            <relation active="#struct-1083401" type="indirect"/>
            <relation active="#struct-1083366" type="indirect"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-1088602" status="VALID">
          <idno type="IdRef">026568586</idno>
          <orgName>Institut de Géographie et d'Aménagement Régional de l'Université de Nantes</orgName>
          <orgName type="acronym">Nantes Univ - IGARUN</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <addrLine>Campus du Tertre, BP 81 22744312 Nantes cedex 3</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.igarun.univ-nantes.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1083401" type="direct"/>
            <relation active="#struct-1083366" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-1083401" status="VALID">
          <orgName>Nantes Université - pôle Humanités</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://nouvelleuniversite.univ-nantes.fr/les-poles</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1083366" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-1083366" status="VALID">
          <idno type="IdRef">258086599</idno>
          <idno type="ROR">https://ror.org/03gnr7b55</idno>
          <orgName>Nantes Université</orgName>
          <orgName type="acronym">Nantes Univ</orgName>
          <date type="start">2022-01-01</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-486345" status="OLD">
          <idno type="IdRef">167731432</idno>
          <idno type="RNSR">201220091R</idno>
          <idno type="ROR">https://ror.org/0266kfd37</idno>
          <orgName>Laboratoire des sciences et techniques de l'information, de la communication et de la connaissance</orgName>
          <orgName type="acronym">Lab-STICC</orgName>
          <date type="start">2008-01-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>Technopole Brest Iroise CS 83818 29238 BREST cedex 3</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://labsticc.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-131284" type="direct"/>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-1705235" type="indirect"/>
            <relation active="#struct-172265" type="direct"/>
            <relation active="#struct-301846" type="direct"/>
            <relation active="#struct-302102" type="direct"/>
            <relation name="UMR6285" active="#struct-441569" type="direct"/>
            <relation active="#struct-469973" type="direct"/>
            <relation active="#struct-481355" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-131284" status="VALID">
          <idno type="ROR">https://ror.org/02ypw0a72</idno>
          <orgName>École Nationale d'Ingénieurs de Brest</orgName>
          <orgName type="acronym">ENIB</orgName>
          <desc>
            <address>
              <addrLine>945 avenue du Technopole - 29280 Plouzané</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.enib.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300314" type="direct"/>
            <relation active="#struct-1705235" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-1705235" status="VALID">
          <idno type="IdRef">291816037</idno>
          <orgName>Institut National Polytechnique de Bretagne</orgName>
          <orgName type="acronym">Bretagne INP</orgName>
          <date type="start">2025-03-01</date>
          <desc>
            <address>
              <addrLine>945 avenue du Technopôle Brest-Iroise, 29289 Plouzané</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-172265" status="VALID">
          <idno type="IdRef">05017746X</idno>
          <idno type="ISNI">0000000121680285</idno>
          <idno type="ROR">https://ror.org/04ed7fw48</idno>
          <orgName>Université de Bretagne Sud</orgName>
          <orgName type="acronym">UBS</orgName>
          <date type="start">1995-02-07</date>
          <desc>
            <address>
              <addrLine>BP 92116 - 56321 Lorient cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-ubs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-301846" status="OLD">
          <idno type="IdRef">177263660</idno>
          <idno type="ROR">https://ror.org/059n54003</idno>
          <orgName>École Nationale Supérieure de Techniques Avancées Bretagne</orgName>
          <orgName type="acronym">ENSTA Bretagne</orgName>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>2 rue François Verny, 29806 Brest cedex 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ensta-bretagne.fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-469973" status="VALID">
          <idno type="IdRef">191639044</idno>
          <idno type="ROR">https://ror.org/04x1a4s97</idno>
          <orgName>Université Bretagne Loire</orgName>
          <orgName type="acronym">UBL</orgName>
          <date type="start">2016-04-01</date>
          <desc>
            <address>
              <addrLine>Cité Internationale, 1 place Paul Ricoeur - CS 54417 35044 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://u-bretagneloire.fr/</ref>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>