<?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-04664163</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="2026-05-24T15:36:13+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Enhancing CFRP delamination detection: A Bayesian neural network approach Integrating spatial and temporal information</title>
            <author role="aut">
              <persName>
                <forename type="first">Valentin</forename>
                <surname>Noël</surname>
              </persName>
              <email type="md5">81a666e67aa3fe6b1946167e17d8177d</email>
              <email type="domain">centralesupelec.fr</email>
              <idno type="idhal" notation="string">valentin-noel-21</idno>
              <idno type="idhal" notation="numeric">1322535</idno>
              <idno type="halauthorid" notation="string">36321-1322535</idno>
              <idno type="ORCID">https://orcid.org/0009-0004-7553-4151</idno>
              <affiliation ref="#struct-1051130"/>
              <affiliation ref="#struct-1051117"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Thomas</forename>
                <surname>Rodet</surname>
              </persName>
              <email type="md5">e28a35346a0ac4976473649d4b0bf172</email>
              <email type="domain">lss.supelec.fr</email>
              <idno type="idhal" notation="string">thomas-rodet</idno>
              <idno type="idhal" notation="numeric">18904</idno>
              <idno type="halauthorid" notation="string">24089-18904</idno>
              <idno type="IDREF">https://www.idref.fr/069798931</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-0473-9390</idno>
              <affiliation ref="#struct-1051130"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Dominique</forename>
                <surname>Lesselier</surname>
              </persName>
              <email type="md5">4f955c386214aabb61bb23499583097c</email>
              <email type="domain">l2s.centralesupelec.fr</email>
              <idno type="idhal" notation="string">dominique-lesselier</idno>
              <idno type="idhal" notation="numeric">2106</idno>
              <idno type="halauthorid" notation="string">2459-2106</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-8378-2938</idno>
              <idno type="IDREF">https://www.idref.fr/072285672</idno>
              <affiliation ref="#struct-1051117"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Dominique</forename>
                <surname>Lesselier</surname>
              </persName>
              <email type="md5">4f955c386214aabb61bb23499583097c</email>
              <email type="domain">l2s.centralesupelec.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2024-07-29 18:27:16</date>
              <date type="whenModified">2025-04-14 11:44:04</date>
              <date type="whenReleased">2024-07-29 18:27:16</date>
              <date type="whenProduced">2024-03-04</date>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="142538">
                <persName>
                  <forename>Dominique</forename>
                  <surname>Lesselier</surname>
                </persName>
                <email type="md5">4f955c386214aabb61bb23499583097c</email>
                <email type="domain">l2s.centralesupelec.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-04664163</idno>
            <idno type="halUri">https://centralesupelec.hal.science/hal-04664163</idno>
            <idno type="halBibtex">noel:hal-04664163</idno>
            <idno type="halRefHtml">&lt;i&gt;27th International Workshop on Electromagnetic NDE (ENDE-2024)&lt;/i&gt;, Indira Gandhi Centre for Atomic Research (IGCAR) and Indian Society for Nondestructive Testing (ISNT), Mar 2024, Mamallapuram, Tamil Nadu, India</idno>
            <idno type="halRef">27th International Workshop on Electromagnetic NDE (ENDE-2024), Indira Gandhi Centre for Atomic Research (IGCAR) and Indian Society for Nondestructive Testing (ISNT), Mar 2024, Mamallapuram, Tamil Nadu, India</idno>
            <availability status="restricted"/>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-CERGY">Université de Cergy Pontoise</idno>
            <idno type="stamp" n="ENS-CACHAN">Ecole Normale Supérieure de Cachan</idno>
            <idno type="stamp" n="CNAM">Conservatoire National des Arts et Métiers</idno>
            <idno type="stamp" n="SUP_LSS">Laboratoire des Signaux et Systèmes</idno>
            <idno type="stamp" n="SATIE" corresp="UNIV-CERGY">Systèmes et Applications des Technologies de l'Information et de l'Energie</idno>
            <idno type="stamp" n="SUP_SIGNAUX" corresp="SUP_LSS">Pôle Signaux</idno>
            <idno type="stamp" n="IFSTTAR">Ifsttar</idno>
            <idno type="stamp" n="CENTRALESUPELEC">Ecole CentraleSupélec</idno>
            <idno type="stamp" n="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="UNIV-RENNES">Université de Rennes</idno>
            <idno type="stamp" n="UNIVERSITE-PARIS-SACLAY" corresp="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="CY-TECH-SE" corresp="UNIV-CERGY">CY TECH : Sciences expérimentales</idno>
            <idno type="stamp" n="FARMAN">Institut Farman</idno>
            <idno type="stamp" n="ENS-PARIS-SACLAY">Ecole Normale Supérieure paris-Saclay</idno>
            <idno type="stamp" n="ENS-PSACLAY">Ecole Normale Supérieure Paris-Saclay</idno>
            <idno type="stamp" n="GS-COMPUTER-SCIENCE">Graduate School Computer Science</idno>
            <idno type="stamp" n="GS-SPORT-HUMAN-MOVEMENT">Graduate School Sport, Mouvement, Facteurs Humains</idno>
            <idno type="stamp" n="HUB-IA">Hub Intelligence Artificielle de CentraleSupélec</idno>
            <idno type="stamp" n="HESAM-CNAM" corresp="HESAM">Conservatoire National des Arts et Métiers - Hesam</idno>
            <idno type="stamp" n="HESAM">Hesam</idno>
            <idno type="stamp" n="PSACLAY-TEST">Université Paris-Saclay - Collection pour tests</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">Enhancing CFRP delamination detection: A Bayesian neural network approach Integrating spatial and temporal information</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Valentin</forename>
                    <surname>Noël</surname>
                  </persName>
                  <email type="md5">81a666e67aa3fe6b1946167e17d8177d</email>
                  <email type="domain">centralesupelec.fr</email>
                  <idno type="idhal" notation="string">valentin-noel-21</idno>
                  <idno type="idhal" notation="numeric">1322535</idno>
                  <idno type="halauthorid" notation="string">36321-1322535</idno>
                  <idno type="ORCID">https://orcid.org/0009-0004-7553-4151</idno>
                  <affiliation ref="#struct-1051130"/>
                  <affiliation ref="#struct-1051117"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Thomas</forename>
                    <surname>Rodet</surname>
                  </persName>
                  <email type="md5">e28a35346a0ac4976473649d4b0bf172</email>
                  <email type="domain">lss.supelec.fr</email>
                  <idno type="idhal" notation="string">thomas-rodet</idno>
                  <idno type="idhal" notation="numeric">18904</idno>
                  <idno type="halauthorid" notation="string">24089-18904</idno>
                  <idno type="IDREF">https://www.idref.fr/069798931</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-0473-9390</idno>
                  <affiliation ref="#struct-1051130"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Dominique</forename>
                    <surname>Lesselier</surname>
                  </persName>
                  <email type="md5">4f955c386214aabb61bb23499583097c</email>
                  <email type="domain">l2s.centralesupelec.fr</email>
                  <idno type="idhal" notation="string">dominique-lesselier</idno>
                  <idno type="idhal" notation="numeric">2106</idno>
                  <idno type="halauthorid" notation="string">2459-2106</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-8378-2938</idno>
                  <idno type="IDREF">https://www.idref.fr/072285672</idno>
                  <affiliation ref="#struct-1051117"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>27th International Workshop on Electromagnetic NDE (ENDE-2024)</title>
                  <date type="start">2024-03-04</date>
                  <date type="end">2024-03-06</date>
                  <settlement>Mamallapuram, Tamil Nadu</settlement>
                  <country key="IN">India</country>
                </meeting>
                <respStmt>
                  <resp>conferenceOrganizer</resp>
                  <name>Indira Gandhi Centre for Atomic Research (IGCAR) and Indian Society for Nondestructive Testing (ISNT)</name>
                </respStmt>
                <imprint/>
              </monogr>
              <ref type="publisher">https://www.ende2024.in</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="spi">Engineering Sciences [physics]</classCode>
              <classCode scheme="halDomain" n="info.info-ts">Computer Science [cs]/Signal and Image Processing</classCode>
              <classCode scheme="halDomain" n="phys">Physics [physics]</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>Non-destructive testing (NDT) plays a pivotal role in ensuring the structural integrity of Carbon Fiber Reinforced Polymers (CFRP). We propose an innovative methodology that leverages spatial and temporal dimensions of thermal imaging data to enhance the precision and reliability of delamination detection. The approach involves training a Multiple Input Multiple Output Convolutional Bayesian Neural Network (MIMO-CBNN) using as an input direct model that generates two sequences of temporal samples from top and bottom thermal cameras. We systematically connect corresponding samples from the top and bottom cameras. Each paired sample captures the temporal evolution. To further exploit temporal dynamics, we introduce the concept of linking residual images between the two input datasets. This enhances the network's ability to discern nuanced changes in temperature patterns over time, contributing to a more comprehensive understanding of defect evolution. Integrating spatial and temporal information not only refines the network's feature extraction [2] but also significantly reduces output result variance, resulting in more accurate and reliable predictions.The proposed MIMO-CBNN is to address classification and regression tasks simultaneously. The classification output spatially maps defects by identifying whether a pixel belongs to the delamination or not. The regression output provides precise coordinates and dimensions of the delamination, offering quantitative insights into the defect's location and extent. Extensive numerical simulations illustrate the above procedure.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-1051130" status="VALID">
          <idno type="IdRef">155499165</idno>
          <idno type="RNSR">200212702C</idno>
          <idno type="ROR">https://ror.org/03vam5b06</idno>
          <orgName>Systèmes et Applications des Technologies de l'Information et de l'Energie</orgName>
          <orgName type="acronym">SATIE</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>4 avenue des sciences, 91190, Gif-sur-Yvette</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://satie.ens-paris-saclay.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-247362" type="direct"/>
            <relation name="UMR8029" active="#struct-300351" type="direct"/>
            <relation active="#struct-419361" type="direct"/>
            <relation name="UMR8029" active="#struct-441569" type="direct"/>
            <relation active="#struct-523723" type="direct"/>
            <relation active="#struct-580722" type="direct"/>
            <relation name="UMR CNRS 8029" active="#struct-1003413" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1051117" status="VALID">
          <idno type="IdRef">133818799</idno>
          <idno type="RNSR">199812842X</idno>
          <idno type="ROR">https://ror.org/00skw9v43</idno>
          <orgName>Laboratoire des signaux et systèmes</orgName>
          <orgName type="acronym">L2S</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Plateau de Moulon 3 rue Joliot Curie 91192 GIF SUR YVETTE CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.l2s.centralesupelec.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-411575" type="direct"/>
            <relation active="#struct-419361" type="direct"/>
            <relation name="UMR8506" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-247362" status="VALID">
          <idno type="ROR">https://ror.org/03rxtdc22</idno>
          <orgName>École normale supérieure - Rennes</orgName>
          <orgName type="acronym">ENS Rennes</orgName>
          <desc>
            <address>
              <addrLine>Campus de Ker Lann - avenue Robert Schuman - 35170 Bruz</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ens-rennes.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300351" status="VALID">
          <idno type="IdRef">027404978</idno>
          <idno type="ISNI">0000000121690459</idno>
          <idno type="ROR">https://ror.org/0175hh227</idno>
          <orgName>Conservatoire National des Arts et Métiers [Cnam]</orgName>
          <orgName type="acronym">Cnam</orgName>
          <desc>
            <address>
              <addrLine>292 Rue Saint-Martin, 75003 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.cnam.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="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-523723" status="VALID">
          <idno type="ROR">https://ror.org/00hx6zz33</idno>
          <orgName>Ecole Normale Supérieure  Paris-Saclay</orgName>
          <orgName type="acronym">ENS Paris Saclay</orgName>
          <desc>
            <address>
              <addrLine>4 avenue des Sciences, 91190 Gif-sur-Yvette</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://ens-paris-saclay.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-580722" status="VALID">
          <idno type="ROR">https://ror.org/03x42jk29</idno>
          <orgName>Université Gustave Eiffel</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Cité Descartes, 5 Boulevard Descartes • Champs-sur-Marne, 77454 Marne-la-Vallée Cedex 2</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-gustave-eiffel.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1003413" status="VALID">
          <idno type="IdRef">241871808</idno>
          <idno type="ROR">https://ror.org/043htjv09</idno>
          <orgName>CY Cergy Paris Université</orgName>
          <orgName type="acronym">CY</orgName>
          <date type="start">2019-10-29</date>
          <desc>
            <address>
              <addrLine>33 boulevard du port, 95015 Cergy-Pontoise Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cyu.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>
      </listOrg>
    </back>
  </text>
</TEI>