<?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-05325872</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="2026-04-26T05:32:01+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">New insights, new experiments, and new approaches to computation: the many synergies between machine learning and nonlinear fibre optics.</title>
            <author role="aut">
              <persName>
                <forename type="first">John Michael</forename>
                <surname>Dudley</surname>
              </persName>
              <email type="md5">9f130b0a3f62d52af366523e4a1ee5d2</email>
              <email type="domain">univ-fcomte.fr</email>
              <idno type="idhal" notation="string">john-m-dudley</idno>
              <idno type="idhal" notation="numeric">749291</idno>
              <idno type="halauthorid" notation="string">714332-749291</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/D-3222-2011</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-9520-9699</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=H0l8M1EAAAAJ&amp;hl=en</idno>
              <idno type="IDREF">https://www.idref.fr/074313282</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/D-3222-2011</idno>
              <affiliation ref="#struct-866"/>
              <affiliation ref="#struct-56663"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Andrei</forename>
                <surname>Ermolaev</surname>
              </persName>
              <idno type="halauthorid">2637865-0</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Mathilde</forename>
                <surname>Hary</surname>
              </persName>
              <idno type="halauthorid">2414747-0</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Ley</forename>
                <surname>Leybov</surname>
              </persName>
              <idno type="halauthorid">3825981-0</idno>
              <affiliation ref="#struct-11598"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Piotr</forename>
                <surname>Ryczkowski</surname>
              </persName>
              <idno type="halauthorid">1505425-0</idno>
              <affiliation ref="#struct-11598"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Anas</forename>
                <surname>Skalli</surname>
              </persName>
              <idno type="halauthorid">2295838-0</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Daniel</forename>
                <surname>Brunner</surname>
              </persName>
              <email type="md5">9df7471316c6e73b85482dd3537521fe</email>
              <email type="domain">femto-st.fr</email>
              <idno type="idhal" notation="string">daniel-brunner</idno>
              <idno type="idhal" notation="numeric">739453</idno>
              <idno type="halauthorid" notation="string">43195-739453</idno>
              <idno type="ARXIV">https://arxiv.org/a/brunner_d_1</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/J-3460-2012</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-4003-3056</idno>
              <idno type="IDREF">https://www.idref.fr/230774466</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/J-3460-2012</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Fanchao</forename>
                <surname>Meng</surname>
              </persName>
              <idno type="halauthorid">1030893-0</idno>
              <affiliation ref="#struct-243877"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Christophe</forename>
                <surname>Finot</surname>
              </persName>
              <email type="md5">6cbfe4a025f66defd2151a5994aacdd7</email>
              <email type="domain">u-bourgogne.fr</email>
              <idno type="idhal" notation="string">christophe-finot</idno>
              <idno type="idhal" notation="numeric">790</idno>
              <idno type="halauthorid" notation="string">1238-790</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/B-3862-2008</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-0755-5995</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=l1FKil4AAAAJ&amp;hl=fr</idno>
              <idno type="IDREF">https://www.idref.fr/09468393X</idno>
              <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/B-3862-2008</idno>
              <affiliation ref="#struct-1229426"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Goëry</forename>
                <surname>Genty</surname>
              </persName>
              <idno type="halauthorid">436800-0</idno>
              <affiliation ref="#struct-11598"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Morgane</forename>
                <surname>BALSAMO</surname>
              </persName>
              <email type="md5">2b86f9b31012f48076b07d192c2e03fc</email>
              <email type="domain">ccsd.cnrs.fr</email>
            </editor>
            <funder ref="#projanr-52078"/>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2025-10-28 17:58:38</date>
              <date type="whenModified">2025-11-25 10:48:24</date>
              <date type="whenReleased">2025-11-10 10:54:24</date>
              <date type="whenProduced">2025-09-28</date>
              <date type="whenEndEmbargoed">2025-11-10</date>
              <ref type="file" target="https://hal.science/hal-05325872v1/document">
                <date notBefore="2025-11-10"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-05325872v1/file/Dudley-ECOC-2025%20%281%29.pdf" id="file-5356856-4583373">
                <date notBefore="2025-11-10"/>
              </ref>
              <ref type="annex" n="0" target="https://hal.science/hal-05325872v1/file/0dd316bc-5b62-48c7-8037-94cdc759b558-author.pdf" id="file-5356856-4583374">
                <date notBefore="2025-10-22"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="1666180">
                <persName>
                  <forename>Morgane</forename>
                  <surname>BALSAMO</surname>
                </persName>
                <email type="md5">2b86f9b31012f48076b07d192c2e03fc</email>
                <email type="domain">ccsd.cnrs.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-05325872</idno>
            <idno type="halUri">https://hal.science/hal-05325872</idno>
            <idno type="halBibtex">dudley:hal-05325872</idno>
            <idno type="halRefHtml">&lt;i&gt;ECOC2025, 51st European Conference on Optical Communication&lt;/i&gt;, Sep 2025, Copenaghe, Denmark</idno>
            <idno type="halRef">ECOC2025, 51st European Conference on Optical Communication, Sep 2025, Copenaghe, Denmark</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-5356856-4583373"/><ref corresp="#file-5356856-4583374"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="UNIV-BOURGOGNE">Université Bourgogne Europe</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-FCOMTE">Université de Franche-Comté</idno>
            <idno type="stamp" n="UNIV-BM">Université de Technologie de Belfort-Montbeliard</idno>
            <idno type="stamp" n="ENSMM">Ecole Nationale Supérieure de Mécanique et des Microtechniques</idno>
            <idno type="stamp" n="FEMTO-ST" corresp="UNIV-FCOMTE">Franche-Comté Electronique, Mécanique, Thermique et Optique - Sciences et Technologies (UMR 6174)</idno>
            <idno type="stamp" n="ICB" corresp="UNIV-BOURGOGNE">Laboratoire Interdisciplinaire Carnot de Bourgogne</idno>
            <idno type="stamp" n="UNIV-BM-THESE">Université de Technologie de Belfort-Montbeliard</idno>
            <idno type="stamp" n="ANR">ANR</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="invited" n="0">No</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">New insights, new experiments, and new approaches to computation: the many synergies between machine learning and nonlinear fibre optics.</title>
                <author role="aut">
                  <persName>
                    <forename type="first">John Michael</forename>
                    <surname>Dudley</surname>
                  </persName>
                  <email type="md5">9f130b0a3f62d52af366523e4a1ee5d2</email>
                  <email type="domain">univ-fcomte.fr</email>
                  <idno type="idhal" notation="string">john-m-dudley</idno>
                  <idno type="idhal" notation="numeric">749291</idno>
                  <idno type="halauthorid" notation="string">714332-749291</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/D-3222-2011</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-9520-9699</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=H0l8M1EAAAAJ&amp;hl=en</idno>
                  <idno type="IDREF">https://www.idref.fr/074313282</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/D-3222-2011</idno>
                  <affiliation ref="#struct-866"/>
                  <affiliation ref="#struct-56663"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Andrei</forename>
                    <surname>Ermolaev</surname>
                  </persName>
                  <idno type="halauthorid">2637865-0</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Mathilde</forename>
                    <surname>Hary</surname>
                  </persName>
                  <idno type="halauthorid">2414747-0</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Ley</forename>
                    <surname>Leybov</surname>
                  </persName>
                  <idno type="halauthorid">3825981-0</idno>
                  <affiliation ref="#struct-11598"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Piotr</forename>
                    <surname>Ryczkowski</surname>
                  </persName>
                  <idno type="halauthorid">1505425-0</idno>
                  <affiliation ref="#struct-11598"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Anas</forename>
                    <surname>Skalli</surname>
                  </persName>
                  <idno type="halauthorid">2295838-0</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Daniel</forename>
                    <surname>Brunner</surname>
                  </persName>
                  <email type="md5">9df7471316c6e73b85482dd3537521fe</email>
                  <email type="domain">femto-st.fr</email>
                  <idno type="idhal" notation="string">daniel-brunner</idno>
                  <idno type="idhal" notation="numeric">739453</idno>
                  <idno type="halauthorid" notation="string">43195-739453</idno>
                  <idno type="ARXIV">https://arxiv.org/a/brunner_d_1</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/J-3460-2012</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-4003-3056</idno>
                  <idno type="IDREF">https://www.idref.fr/230774466</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/J-3460-2012</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Fanchao</forename>
                    <surname>Meng</surname>
                  </persName>
                  <idno type="halauthorid">1030893-0</idno>
                  <affiliation ref="#struct-243877"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Christophe</forename>
                    <surname>Finot</surname>
                  </persName>
                  <email type="md5">6cbfe4a025f66defd2151a5994aacdd7</email>
                  <email type="domain">u-bourgogne.fr</email>
                  <idno type="idhal" notation="string">christophe-finot</idno>
                  <idno type="idhal" notation="numeric">790</idno>
                  <idno type="halauthorid" notation="string">1238-790</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/B-3862-2008</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-0755-5995</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=l1FKil4AAAAJ&amp;hl=fr</idno>
                  <idno type="IDREF">https://www.idref.fr/09468393X</idno>
                  <idno type="RESEARCHERID">http://www.researcherid.com/rid/http://www.researcherid.com/rid/B-3862-2008</idno>
                  <affiliation ref="#struct-1229426"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Goëry</forename>
                    <surname>Genty</surname>
                  </persName>
                  <idno type="halauthorid">436800-0</idno>
                  <affiliation ref="#struct-11598"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>ECOC2025, 51st European Conference on Optical Communication</title>
                  <date type="start">2025-09-28</date>
                  <date type="end">2025-10-02</date>
                  <settlement>Copenaghe</settlement>
                  <country key="DK">Denmark</country>
                </meeting>
                <imprint/>
              </monogr>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Machine learning</term>
                <term xml:lang="en">Nonlinear fiber optics</term>
              </keywords>
              <classCode scheme="halDomain" n="phys.phys.phys-optics">Physics [physics]/Physics [physics]/Optics [physics.optics]</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>The importance of artificial intelligence (AI) in science was underscored by the decision to award the 2024 Nobel Prize in Physics to Hopfield and Hinton. Within the global field of AI, machine learning (ML) refers to algorithms and methods that learn patterns from data to make predictions or decisions without explicit programming, and within the field of guided wave photonics, ML has become an essential tool for understanding and exploiting the complex dynamics of nonlinear pulse propagation. This paper reviews our recent work in this field using ML to both control ultrafast nonlinear processes in fibre-based sources, and on a more fundamental level, to gain new physical insights into the underlying dynamics.  In addition, we discuss the application of nonlinear fibre propagation as a computational resource.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-866" status="VALID">
          <idno type="IdRef">152639071</idno>
          <idno type="RNSR">200412232H</idno>
          <idno type="ROR">https://ror.org/004fmxv66</idno>
          <orgName>Franche-Comté Électronique Mécanique, Thermique et Optique - Sciences et Technologies (UMR 6174)</orgName>
          <orgName type="acronym">FEMTO-ST</orgName>
          <date type="start">2004-01-01</date>
          <desc>
            <address>
              <addrLine>32 avenue de l'Observatoire 25044 BESANCON CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.femto-st.fr</ref>
          </desc>
          <listRelation>
            <relation name="UMR 6174" active="#struct-300261" type="direct"/>
            <relation active="#struct-300360" type="direct"/>
            <relation name="UMR6174" active="#struct-441569" type="direct"/>
            <relation active="#struct-458810" type="direct"/>
            <relation active="#struct-426438" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-56663" status="VALID">
          <idno type="IdRef">03442945X</idno>
          <idno type="ISNI">0000000119314817</idno>
          <idno type="ROR">https://ror.org/055khg266</idno>
          <idno type="Wikidata">Q1665127</idno>
          <orgName>Institut universitaire de France</orgName>
          <orgName type="acronym">IUF</orgName>
          <desc>
            <address>
              <addrLine>Maison des Universités 103 Boulevard Saint-Michel 75005 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://iuf.amue.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301855" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-11598" status="VALID">
          <orgName>Tampere University of Technology [Tampere]</orgName>
          <orgName type="acronym">TUT</orgName>
          <desc>
            <address>
              <addrLine>Kalevantie 4, FI-33014</addrLine>
              <country key="FI"/>
            </address>
            <ref type="url">http://www.tut.fi/public/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-243877" status="INCOMING">
          <orgName>College of Electronic Science and Engineering</orgName>
          <desc>
            <address>
              <addrLine>College of Electronic Science and Engineering, National University of Defense Technology, Changsha 410073, P. R. China</addrLine>
              <country key="CN"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-302677" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1229426" status="VALID">
          <idno type="IdRef">161048978</idno>
          <idno type="ISNI">0000000099292445</idno>
          <idno type="RNSR">201220440V</idno>
          <idno type="ROR">https://ror.org/02b6c1039</idno>
          <orgName>Laboratoire Interdisciplinaire Carnot de Bourgogne</orgName>
          <orgName type="acronym">ICB</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>Université Bourgogne Europe - 9 avenue Alain Savary - BP 47870 - 21078 Dijon Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://icb.cnrs.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300261" type="direct"/>
            <relation name="UMR6303" active="#struct-441569" type="direct"/>
            <relation active="#struct-1220685" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300261" status="VALID">
          <orgName>Université de Technologie de Belfort-Montbeliard</orgName>
          <orgName type="acronym">UTBM</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300360" status="VALID">
          <idno type="IdRef">201436736</idno>
          <idno type="ROR">https://ror.org/05813w841</idno>
          <orgName>Ecole Nationale Supérieure de Mécanique et des Microtechniques</orgName>
          <orgName type="acronym">ENSMM</orgName>
          <desc>
            <address>
              <addrLine>École Nationale Supérieure de Mécanique et des Microtechniques26, rue de l'épitapheCS 5181325030 BESANÇON CEDEX - FRANCE</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </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="institution" xml:id="struct-458810" status="VALID">
          <idno type="IdRef">026403188</idno>
          <idno type="ISNI">0000000121883779</idno>
          <idno type="ROR">https://ror.org/03pcc9z86</idno>
          <orgName>Université de Franche-Comté</orgName>
          <orgName type="acronym">UFC</orgName>
          <desc>
            <address>
              <addrLine>1 rue Goudimel25030 Besançon cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-fcomte.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-426438" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-426438" status="VALID">
          <idno type="IdRef">200716271</idno>
          <idno type="ISNI">0000 0004 4910 6615</idno>
          <idno type="ROR">https://ror.org/02dn7x778</idno>
          <orgName>Université Bourgogne Franche-Comté [COMUE]</orgName>
          <orgName type="acronym">UBFC</orgName>
          <date type="start">2015-04-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>32, avenue de l’observatoire25000 BESANCON</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ubfc.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-301855" status="VALID">
          <orgName>Ministère de l'Education nationale, de l’Enseignement supérieur et de la Recherche</orgName>
          <orgName type="acronym">M.E.N.E.S.R.</orgName>
          <desc>
            <address>
              <addrLine>1 rue Descartes - 75231 Paris cedex 05</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-302677" status="VALID">
          <idno type="ROR">https://ror.org/05d2yfz11</idno>
          <orgName>National University of Defense Technology [China]</orgName>
          <desc>
            <address>
              <addrLine>Hunan, Changsha, Kaifu</addrLine>
              <country key="CN"/>
            </address>
            <ref type="url">http://www.nudt.edu.cn/index_eng.htm</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-1220685" status="VALID">
          <idno type="IdRef">28258160X</idno>
          <idno type="ROR">https://ror.org/00g700j37</idno>
          <orgName>Université Bourgogne Europe</orgName>
          <orgName type="acronym">UBE</orgName>
          <date type="start">2025-01-01</date>
          <desc>
            <address>
              <addrLine>Maison de l'université -Esplanade Erasme -BP 27877 - 21078 DIJON Cedex France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ube.fr</ref>
          </desc>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="anrProject" xml:id="projanr-52078" status="VALID">
          <idno type="anr">ANR-20-CE30-0004</idno>
          <orgName>OPTIMAL</orgName>
          <desc>Optimisation des sources optiques ultra-rapides à large bande à l'aide de l'apprentissage automatique</desc>
          <date type="start">2020</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>