<?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-05385024</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="2026-05-03T10:52:55+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Fast-Tracking Solar Cell Materials Discovery Using Automation, Physics Modeling, and Bayesian Machine Learning</title>
            <author role="aut">
              <persName>
                <forename type="first">Joseph</forename>
                <surname>Chakar</surname>
              </persName>
              <email type="md5">2f771d0f8802ca153a9544daaca190ba</email>
              <email type="domain">centralesupelec.fr</email>
              <ptr type="url" target="https://github.com/joseph-chakar"/>
              <idno type="idhal" notation="string">joseph-chakar</idno>
              <idno type="idhal" notation="numeric">1293393</idno>
              <idno type="halauthorid" notation="string">2920005-1293393</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-5964-3383</idno>
              <idno type="GOOGLE SCHOLAR">N5N9xWMAAAAJ</idno>
              <affiliation ref="#struct-1185130"/>
              <affiliation ref="#struct-1051121"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Yvan</forename>
                <surname>Bonnassieux</surname>
              </persName>
              <idno type="halauthorid">11959-0</idno>
              <affiliation ref="#struct-1165"/>
              <affiliation ref="#struct-300340"/>
              <affiliation ref="#struct-563936"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Stefania</forename>
                <surname>Cacovich</surname>
              </persName>
              <idno type="halauthorid">46084-0</idno>
              <affiliation ref="#struct-550763"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">James</forename>
                <surname>P. Connolly</surname>
              </persName>
              <idno type="halauthorid">3911159-0</idno>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jean-Paul</forename>
                <surname>Kleider</surname>
              </persName>
              <idno type="halauthorid">7332-0</idno>
              <affiliation ref="#struct-1051121"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jean-François</forename>
                <surname>Guillemoles</surname>
              </persName>
              <idno type="halauthorid">5027-0</idno>
              <affiliation ref="#struct-1185130"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jean-Baptiste</forename>
                <surname>Puel</surname>
              </persName>
              <idno type="halauthorid">1202669-0</idno>
              <affiliation ref="#struct-549374"/>
              <affiliation ref="#struct-447559"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Philip</forename>
                <surname>Schulz</surname>
              </persName>
              <email type="md5">db411920e3478d46233576b9866a5a36</email>
              <email type="domain">cnrs.fr</email>
              <idno type="idhal" notation="string">philip-schulz</idno>
              <idno type="idhal" notation="numeric">180827</idno>
              <idno type="halauthorid" notation="string">45092-180827</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-8177-0108</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=-bT_ZiAAAAAJ&amp;hl=en</idno>
              <idno type="IDREF">https://www.idref.fr/232807779</idno>
              <affiliation ref="#struct-550763"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Joseph</forename>
                <surname>Chakar</surname>
              </persName>
              <email type="md5">9454bcf32acd3bf394d08d737c6c1dfc</email>
              <email type="domain">gmail.com</email>
            </editor>
            <funder ref="#projanr-143998"/>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2025-11-27 10:38:10</date>
              <date type="whenModified">2025-12-18 16:20:03</date>
              <date type="whenReleased">2025-11-27 10:38:10</date>
              <date type="whenProduced">2025-09-15</date>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="1296587">
                <persName>
                  <forename>Joseph</forename>
                  <surname>Chakar</surname>
                </persName>
                <email type="md5">9454bcf32acd3bf394d08d737c6c1dfc</email>
                <email type="domain">gmail.com</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-05385024</idno>
            <idno type="halUri">https://hal.science/hal-05385024</idno>
            <idno type="halBibtex">chakar:hal-05385024</idno>
            <idno type="halRefHtml">&lt;i&gt;E-MRS 2025 FALL MEETING&lt;/i&gt;, Sep 2025, Warsaw (POLAND), Poland</idno>
            <idno type="halRef">E-MRS 2025 FALL MEETING, Sep 2025, Warsaw (POLAND), Poland</idno>
            <availability status="restricted"/>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="X">École polytechnique</idno>
            <idno type="stamp" n="ENSCP" corresp="PARISTECH">Chimie ParisTech</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="ENSC-PARIS">Ecole Nationale Supérieure de Chimie de Paris</idno>
            <idno type="stamp" n="X-DEP-CHIM">Département de chimie de l’École polytechnique</idno>
            <idno type="stamp" n="X-DEP-PHYS">Département de physique de l’École polytechnique</idno>
            <idno type="stamp" n="LPICM" corresp="X">Laboratoire de physique des interfaces et des couches minces</idno>
            <idno type="stamp" n="CENTRALESUPELEC">Ecole CentraleSupélec</idno>
            <idno type="stamp" n="GEEPS" corresp="SORBONNE-UNIVERSITE">Laboratoire Génie électrique et électronique de Paris</idno>
            <idno type="stamp" n="INC-CNRS">Institut de Chimie du CNRS</idno>
            <idno type="stamp" n="PSL">Université Paris sciences et lettres</idno>
            <idno type="stamp" n="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="EDF">EDF</idno>
            <idno type="stamp" n="SORBONNE-UNIVERSITE">Sorbonne Université</idno>
            <idno type="stamp" n="SORBONNE-UNIV" corresp="SORBONNE-UNIVERSITE">Sorbonne Université 01/01/2018</idno>
            <idno type="stamp" n="SU-SCIENCES" corresp="SORBONNE-UNIVERSITE">Faculté des Sciences de Sorbonne Université</idno>
            <idno type="stamp" n="IP_PARIS">Institut Polytechnique de Paris</idno>
            <idno type="stamp" n="IPVF" corresp="X">Institut Photovoltaïque d'Île-de-France (IPVF)</idno>
            <idno type="stamp" n="ENSCP-PSL" corresp="PSL">Chimie ParisTech - PSL</idno>
            <idno type="stamp" n="UNIVERSITE-PARIS-SACLAY" corresp="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="ANR">ANR</idno>
            <idno type="stamp" n="GS-PHYSIQUE">Graduate School Physique</idno>
            <idno type="stamp" n="INSTITUT-SCIENCES-LUMIERE">Institut des Sciences de la Lumière</idno>
            <idno type="stamp" n="ALLIANCE-SU"> Alliance Sorbonne Université</idno>
            <idno type="stamp" n="PEPR-DIADEM">PEPR DIADEM</idno>
            <idno type="stamp" n="SUPRA_INGENIERIE">Ingénierie</idno>
            <idno type="stamp" n="IP-PARIS-PHYSIQUE">IP Paris Département de Physique</idno>
            <idno type="stamp" n="IP-PARIS-CHIMIE-ET-PROCEDES">IP Paris Département de Chimie et Procédés</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="0">No</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Fast-Tracking Solar Cell Materials Discovery Using Automation, Physics Modeling, and Bayesian Machine Learning</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Joseph</forename>
                    <surname>Chakar</surname>
                  </persName>
                  <email type="md5">2f771d0f8802ca153a9544daaca190ba</email>
                  <email type="domain">centralesupelec.fr</email>
                  <ptr type="url" target="https://github.com/joseph-chakar"/>
                  <idno type="idhal" notation="string">joseph-chakar</idno>
                  <idno type="idhal" notation="numeric">1293393</idno>
                  <idno type="halauthorid" notation="string">2920005-1293393</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-5964-3383</idno>
                  <idno type="GOOGLE SCHOLAR">N5N9xWMAAAAJ</idno>
                  <affiliation ref="#struct-1185130"/>
                  <affiliation ref="#struct-1051121"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Yvan</forename>
                    <surname>Bonnassieux</surname>
                  </persName>
                  <idno type="halauthorid">11959-0</idno>
                  <affiliation ref="#struct-1165"/>
                  <affiliation ref="#struct-300340"/>
                  <affiliation ref="#struct-563936"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Stefania</forename>
                    <surname>Cacovich</surname>
                  </persName>
                  <idno type="halauthorid">46084-0</idno>
                  <affiliation ref="#struct-550763"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">James</forename>
                    <surname>P. Connolly</surname>
                  </persName>
                  <idno type="halauthorid">3911159-0</idno>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jean-Paul</forename>
                    <surname>Kleider</surname>
                  </persName>
                  <idno type="halauthorid">7332-0</idno>
                  <affiliation ref="#struct-1051121"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jean-François</forename>
                    <surname>Guillemoles</surname>
                  </persName>
                  <idno type="halauthorid">5027-0</idno>
                  <affiliation ref="#struct-1185130"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jean-Baptiste</forename>
                    <surname>Puel</surname>
                  </persName>
                  <idno type="halauthorid">1202669-0</idno>
                  <affiliation ref="#struct-549374"/>
                  <affiliation ref="#struct-447559"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Philip</forename>
                    <surname>Schulz</surname>
                  </persName>
                  <email type="md5">db411920e3478d46233576b9866a5a36</email>
                  <email type="domain">cnrs.fr</email>
                  <idno type="idhal" notation="string">philip-schulz</idno>
                  <idno type="idhal" notation="numeric">180827</idno>
                  <idno type="halauthorid" notation="string">45092-180827</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-8177-0108</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.com/citations?user=-bT_ZiAAAAAJ&amp;hl=en</idno>
                  <idno type="IDREF">https://www.idref.fr/232807779</idno>
                  <affiliation ref="#struct-550763"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>E-MRS 2025 FALL MEETING</title>
                  <date type="start">2025-09-15</date>
                  <date type="end">2025-09-18</date>
                  <settlement>Warsaw (POLAND)</settlement>
                  <country key="PL">Poland</country>
                </meeting>
                <imprint/>
              </monogr>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="phys.cond.cm-ms">Physics [physics]/Condensed Matter [cond-mat]/Materials Science [cond-mat.mtrl-sci]</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="stat.ml">Statistics [stat]/Machine Learning [stat.ML]</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>Combating climate change hinges on our ability to accelerate scientific breakthroughs, particularly in the development of future energy solutions. Luckily, artificial intelligence (AI) is making this possible by transforming every stage of materials development from conceptual design and synthesis to characterization and performance evaluation. In photovoltaics, AI is improving the reliability of mature technologies such as silicon and driving innovation in emerging solutions like perovskites, opening the door to higher efficiencies and broader deployment scenarios. In this work, we demonstrate how combining Bayesian machine learning with physics-based modeling not only accelerates scientific discovery but also improves the interpretability of black-box optimization in automated fabrication platforms. First, we showcase how our probabilistic Bayesian framework (Chakar et al., 2024, 10.1016/j.solener.2024.112595), combined with drift-diffusion modeling, offers a physically grounded alternative to conventional techniques by linking performance and stability metrics to interpretable parameters such as charge carrier mobility and defect densities. We highlight how this approach – which has been successfully validated for identifying photovoltaic degradation pathways, linking indoor and outdoor aging, and assessing passivation effects – can be extended to provide actionable feedback for automated platforms for the synthesis and characterization of novel perovskite solar cells. Specifically, we show how connecting batch-to-batch variability and performance improvements to fundamental cell properties helps pinpoint the automation steps that need further refinement. The ability to capture prediction uncertainty makes this approach particularly well-suited for multi-solution problems such as identifying performance bottlenecks and optimizing processes, where multiple routes can yield comparable outcomes. However, as this requires extensive simulations, Bayesian optimization (BO) emerges as a practical solution for navigating the search space more intelligently. Nonetheless, BO has its own set of challenges, particularly due to the curse of dimensionality and high computational cost when exploring large parameter spaces. We therefore introduce SCORE (Chakar, 2024, 10.48550/arXiv.2406.12661), a technique that can overcome these limitations and tackle key problems in solar energy research and beyond, providing a resource-efficient and accessible solution for a broad range of researchers. Finally, we describe how these tools will be integrated into a high-throughput platform being established at IPVF to support automated perovskite thin-film fabrication, characterization, and stability testing. Bringing together diverse research efforts, the platform will enable precise control over processing and measurement workflows, generating reproducible, high-quality data to accelerate joint research efforts across the perovskite community.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-1185130" status="VALID">
          <idno type="IdRef">243623313</idno>
          <idno type="ISNI">0000000474719157</idno>
          <idno type="RNSR">201822834W</idno>
          <idno type="ROR">https://ror.org/052jxdr90</idno>
          <idno type="Wikidata">Q47517152</idno>
          <orgName>Institut Photovoltaïque d'Île-de-France</orgName>
          <orgName type="acronym">IPVF</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>18 Boulevard Thomas Gobert, 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ipvf.fr/fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300340" type="direct"/>
            <relation active="#struct-563936" type="indirect"/>
            <relation active="#struct-300372" type="direct"/>
            <relation active="#struct-564132" type="indirect"/>
            <relation active="#struct-341038" type="direct"/>
            <relation name="UMR9006" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1051121" status="VALID">
          <idno type="IdRef">152859241</idno>
          <idno type="RNSR">199812843Y</idno>
          <idno type="ROR">02xnnng09</idno>
          <orgName>Laboratoire Génie électrique et électronique de Paris</orgName>
          <orgName type="acronym">GeePs</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>11, rue Joliot CuriePlateau de Moulon91192 Gif sur Yvette</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://geeps.lgep.supelec.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-411575" type="direct"/>
            <relation active="#struct-413221" type="direct"/>
            <relation active="#struct-419361" type="direct"/>
            <relation name="UMR8507" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1165" status="VALID">
          <idno type="IdRef">197372244</idno>
          <idno type="ISNI">0000000403702315</idno>
          <idno type="RNSR">199719345V</idno>
          <idno type="ROR">https://ror.org/023f9y602</idno>
          <idno type="Wikidata">Q30262273</idno>
          <orgName>Laboratoire de Physique des Interfaces et des Couches Minces</orgName>
          <orgName type="acronym">LPICM</orgName>
          <desc>
            <address>
              <addrLine>Route de Saclay 91128 Palaiseau Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://lpicm.cnrs.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300340" type="direct"/>
            <relation active="#struct-563936" type="indirect"/>
            <relation name="UMR7647" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300340" status="VALID">
          <idno type="IdRef">027309320</idno>
          <idno type="ISNI">0000000121581279</idno>
          <idno type="ROR">https://ror.org/05hy3tk52</idno>
          <idno type="Wikidata">Q273626</idno>
          <orgName>École polytechnique</orgName>
          <orgName type="acronym">X</orgName>
          <date type="start">1794-03-11</date>
          <desc>
            <address>
              <addrLine>Route de Saclay, 91128 Palaiseau Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.polytechnique.edu/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-563936" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-563936" status="VALID">
          <idno type="IdRef">238327159</idno>
          <idno type="ISNI">0000000502717600</idno>
          <idno type="ROR">https://ror.org/042tfbd02</idno>
          <idno type="Wikidata">Q48759778</idno>
          <orgName>Institut Polytechnique de Paris</orgName>
          <orgName type="acronym">IP Paris</orgName>
          <date type="start">2019-06-02</date>
          <desc>
            <address>
              <addrLine>Route de Saclay, 91120 Palaiseau Cedex, France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ip-paris.fr</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-550763" status="OLD">
          <idno type="IdRef">243623313</idno>
          <idno type="ISNI">0000000474719157</idno>
          <idno type="RNSR">201822834W</idno>
          <idno type="ROR">https://ror.org/052jxdr90</idno>
          <idno type="Wikidata">Q47517152</idno>
          <orgName>Institut Photovoltaïque d’Ile-de-France (UMR)</orgName>
          <orgName type="acronym">IPVF</orgName>
          <date type="start">2018-06-01</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>30, Route départementale 128 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ipvf.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300340" type="direct"/>
            <relation active="#struct-563936" type="indirect"/>
            <relation active="#struct-300372" type="direct"/>
            <relation active="#struct-564132" type="indirect"/>
            <relation active="#struct-300783" type="direct"/>
            <relation active="#struct-302313" type="direct"/>
            <relation active="#struct-341038" type="direct"/>
            <relation name="UMR9006" active="#struct-441569" type="direct"/>
            <relation active="#struct-447559" type="direct"/>
            <relation active="#struct-495014" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-549374" status="VALID">
          <orgName>EDF Labs</orgName>
          <desc>
            <address>
              <addrLine>EDF Labs, institution, fr - Palaiseau France</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-447559" status="VALID">
          <orgName>Institut Photovoltaïque d’Ile-de-France (ITE)</orgName>
          <orgName type="acronym">IPVF</orgName>
          <date type="start">2014-01-01</date>
          <desc>
            <address>
              <addrLine>18, Boulevard Thomas Gobert 91120 Palaiseau France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ipvf.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300372" status="VALID">
          <idno type="ROR">https://ror.org/05q65zh81</idno>
          <orgName>Ecole Nationale Supérieure de Chimie de Paris - Chimie ParisTech-PSL</orgName>
          <orgName type="acronym">ENSCP</orgName>
          <date type="start">2016-09-15</date>
          <desc>
            <address>
              <addrLine>11, rue Pierre et Marie Curie75231 Paris Cedex 05</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.chimie-paristech.fr/fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-564132" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-564132" status="VALID">
          <idno type="IdRef">241597595</idno>
          <idno type="ISNI">0000 0004 1784 3645</idno>
          <idno type="ROR">https://ror.org/013cjyk83</idno>
          <orgName>Université Paris Sciences et Lettres</orgName>
          <orgName type="acronym">PSL</orgName>
          <desc>
            <address>
              <addrLine>60 rue Mazarine 75006 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.psl.eu/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-341038" status="VALID">
          <idno type="IdRef">232435103</idno>
          <idno type="ISNI">000000010626358X</idno>
          <idno type="ROR">https://ror.org/02cte4b68</idno>
          <orgName>Institut de Chimie - CNRS Chimie</orgName>
          <orgName type="acronym">INC-CNRS</orgName>
          <date type="start">2009-10-01</date>
          <desc>
            <address>
              <addrLine>CENTRE NATIONAL DE LA RECHERCHE SCIENTIFIQUE3 rue Michel-Ange75794 PARIS CEDEX 16 - France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.cnrs.fr/inc</ref>
          </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-411575" status="VALID">
          <idno type="IdRef">184443237</idno>
          <idno type="ROR">https://ror.org/019tcpt25</idno>
          <orgName>CentraleSupélec</orgName>
          <desc>
            <address>
              <addrLine>3, rue Joliot Curie,Plateau de Moulon,91192 GIF-SUR-YVETTE Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.centralesupelec.fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-413221" status="VALID">
          <idno type="IdRef">221333754</idno>
          <idno type="ROR">https://ror.org/02en5vm52</idno>
          <orgName>Sorbonne Université</orgName>
          <orgName type="acronym">SU</orgName>
          <date type="start">2018-01-01</date>
          <desc>
            <address>
              <addrLine>21 rue de l’École de médecine - 75006 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.sorbonne-universite.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-419361" status="VALID">
          <idno type="IdRef">241345251</idno>
          <idno type="ROR">https://ror.org/03xjwb503</idno>
          <orgName>Université Paris-Saclay</orgName>
          <desc>
            <address>
              <addrLine>Bâtiment Bréguet, 3 Rue Joliot Curie 2e ét, 91190 Gif-sur-Yvette</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.universite-paris-saclay.fr/fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300783" status="OLD">
          <orgName>TotalFinaElf</orgName>
          <orgName type="acronym">[Total Fina ELF]</orgName>
          <date type="start">2000-03-22</date>
          <date type="end">2003-05-05</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-302313" status="VALID">
          <idno type="IdRef">026436965</idno>
          <idno type="ISNI">0000000122985443</idno>
          <idno type="ROR">https://ror.org/03wb8xz10</idno>
          <idno type="Wikidata">Q274591</idno>
          <orgName>EDF – Électricité de France</orgName>
          <orgName type="acronym">EDF [E.D.F.]</orgName>
          <date type="start">1946-04-08</date>
          <desc>
            <address>
              <addrLine>22-30 – 22 avenue de Wagram – 75008 Paris – France</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.edf.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-495014" status="VALID">
          <idno type="ROR">https://ror.org/0431b2v07</idno>
          <orgName>Air Liquide [Siège Social]</orgName>
          <desc>
            <address>
              <addrLine>75 quai d'Orsay 75321 Paris cedex 7</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.airliquide.com/fr/france</ref>
          </desc>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="anrProject" xml:id="projanr-143998" status="VALID">
          <idno type="anr">ANR-23-PEXD-0012</idno>
          <orgName>MATCH-UP</orgName>
          <desc>MATerials disCovery for next generation pHotovoltaics via high-throUghPut synthesis, characterization and ai-based analysis</desc>
          <date type="start">2023</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>