<?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-01377722</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="2026-05-21T15:10:28+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Design of a commercial aircraft environment control system using Bayesian optimization techniques</title>
            <author role="aut">
              <persName>
                <forename type="first">Paul</forename>
                <surname>Feliot</surname>
              </persName>
              <email type="md5">8fb1c346cf5791cdcc95764489129f02</email>
              <email type="domain">hotmail.fr</email>
              <idno type="idhal" notation="string">paul-feliot</idno>
              <idno type="idhal" notation="numeric">182836</idno>
              <idno type="halauthorid" notation="string">26132-182836</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-3568-6682</idno>
              <affiliation ref="#struct-363822"/>
              <affiliation ref="#struct-1289"/>
              <affiliation ref="#struct-82792"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Yves</forename>
                <surname>Le Guennec</surname>
              </persName>
              <email type="md5">e5ca9ffac5f8306e98b7f2dd7ecdf3c4</email>
              <email type="domain">irt-jules-verne.fr</email>
              <idno type="idhal" notation="string">yves-le-guennec</idno>
              <idno type="idhal" notation="numeric">12149</idno>
              <idno type="halauthorid" notation="string">12662-12149</idno>
              <idno type="IDREF">https://www.idref.fr/171808754</idno>
              <affiliation ref="#struct-363822"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Julien</forename>
                <surname>Bect</surname>
              </persName>
              <email type="md5">6cb2c02cc63ede266c6cbec76b9442b8</email>
              <email type="domain">centralesupelec.fr</email>
              <idno type="idhal" notation="string">julien-bect</idno>
              <idno type="idhal" notation="numeric">4641</idno>
              <idno type="halauthorid" notation="string">25893-4641</idno>
              <idno type="ARXIV">https://arxiv.org/a/bect_j_1</idno>
              <idno type="IDREF">https://www.idref.fr/118894374</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-0867-0215</idno>
              <idno type="VIAF">https://viaf.org/viaf/202207089</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=7mKxFjkAAAAJ</idno>
              <affiliation ref="#struct-363822"/>
              <affiliation ref="#struct-1289"/>
              <affiliation ref="#struct-82792"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Emmanuel</forename>
                <surname>Vazquez</surname>
              </persName>
              <email type="md5">315c954903b89c5682b64a069d9f6625</email>
              <email type="domain">supelec.fr</email>
              <idno type="idhal" notation="string">emmanuel-vazquez</idno>
              <idno type="idhal" notation="numeric">6826</idno>
              <idno type="halauthorid" notation="string">5989-6826</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6270-0166</idno>
              <idno type="IDREF">https://www.idref.fr/091535395</idno>
              <idno type="ARXIV">https://arxiv.org/a/vazquez_e_2 </idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=gyx2-dkAAAAJ</idno>
              <affiliation ref="#struct-363822"/>
              <affiliation ref="#struct-1289"/>
              <affiliation ref="#struct-82792"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Julien</forename>
                <surname>Bect</surname>
              </persName>
              <email type="md5">6cb2c02cc63ede266c6cbec76b9442b8</email>
              <email type="domain">centralesupelec.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2016-10-07 14:42:39</date>
              <date type="whenWritten">2016-04-30</date>
              <date type="whenModified">2026-04-02 15:10:12</date>
              <date type="whenReleased">2016-10-07 15:22:12</date>
              <date type="whenProduced">2016-06-19</date>
              <date type="whenEndEmbargoed">2016-10-07</date>
              <ref type="file" target="https://centralesupelec.hal.science/hal-01377722v1/document">
                <date notBefore="2016-10-07"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://centralesupelec.hal.science/hal-01377722v1/file/EngOpt2016_ECS.pdf" id="file-1377722-1457997">
                <date notBefore="2016-10-07"/>
              </ref>
              <ref type="externalLink" target="http://arxiv.org/pdf/1610.02271"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="103567">
                <persName>
                  <forename>Julien</forename>
                  <surname>Bect</surname>
                </persName>
                <email type="md5">6cb2c02cc63ede266c6cbec76b9442b8</email>
                <email type="domain">centralesupelec.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-01377722</idno>
            <idno type="halUri">https://centralesupelec.hal.science/hal-01377722</idno>
            <idno type="halBibtex">feliot:hal-01377722</idno>
            <idno type="halRefHtml">&lt;i&gt;EngOpt 2016, 5th International Conference on Engineering Optimization&lt;/i&gt;, Jun 2016, Iguassu Falls, Brazil. pp.400-409</idno>
            <idno type="halRef">EngOpt 2016, 5th International Conference on Engineering Optimization, Jun 2016, Iguassu Falls, Brazil. pp.400-409</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by-nc-nd/4.0/">CC BY-NC-ND 4.0 - Attribution - Non-commercial use - No Derivative Works<ref corresp="#file-1377722-1457997"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-PSUD">Université Paris Sud - Paris XI</idno>
            <idno type="stamp" n="SUP_LSS">Laboratoire des Signaux et Systèmes</idno>
            <idno type="stamp" n="SUP_SIGNAUX" corresp="SUP_LSS">Pôle Signaux</idno>
            <idno type="stamp" n="CENTRALESUPELEC">Ecole CentraleSupélec</idno>
            <idno type="stamp" n="TDS-MACS">Réseau de recherche en Théorie des Systèmes Distribués, Modélisation, Analyse et Contrôle des Systèmes</idno>
            <idno type="stamp" n="IRT-SYSTEMX">IRT SystemX</idno>
            <idno type="stamp" n="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="UNIV-PSUD-SACLAY" corresp="UNIV-PARIS-SACLAY">Université Paris Sud pour Paris Saclay</idno>
            <idno type="stamp" n="CENTRALESUPELEC-SACLAY" corresp="UNIV-PARIS-SACLAY">CENTRALESUPELEC-SACLAY</idno>
            <idno type="stamp" n="GS-ENGINEERING">Graduate School Sciences de l'Ingénierie et des Systèmes</idno>
            <idno type="stamp" n="GS-COMPUTER-SCIENCE">Graduate School Computer Science</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">Design of a commercial aircraft environment control system using Bayesian optimization techniques</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Paul</forename>
                    <surname>Feliot</surname>
                  </persName>
                  <email type="md5">8fb1c346cf5791cdcc95764489129f02</email>
                  <email type="domain">hotmail.fr</email>
                  <idno type="idhal" notation="string">paul-feliot</idno>
                  <idno type="idhal" notation="numeric">182836</idno>
                  <idno type="halauthorid" notation="string">26132-182836</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-3568-6682</idno>
                  <affiliation ref="#struct-363822"/>
                  <affiliation ref="#struct-1289"/>
                  <affiliation ref="#struct-82792"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Yves</forename>
                    <surname>Le Guennec</surname>
                  </persName>
                  <email type="md5">e5ca9ffac5f8306e98b7f2dd7ecdf3c4</email>
                  <email type="domain">irt-jules-verne.fr</email>
                  <idno type="idhal" notation="string">yves-le-guennec</idno>
                  <idno type="idhal" notation="numeric">12149</idno>
                  <idno type="halauthorid" notation="string">12662-12149</idno>
                  <idno type="IDREF">https://www.idref.fr/171808754</idno>
                  <affiliation ref="#struct-363822"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Julien</forename>
                    <surname>Bect</surname>
                  </persName>
                  <email type="md5">6cb2c02cc63ede266c6cbec76b9442b8</email>
                  <email type="domain">centralesupelec.fr</email>
                  <idno type="idhal" notation="string">julien-bect</idno>
                  <idno type="idhal" notation="numeric">4641</idno>
                  <idno type="halauthorid" notation="string">25893-4641</idno>
                  <idno type="ARXIV">https://arxiv.org/a/bect_j_1</idno>
                  <idno type="IDREF">https://www.idref.fr/118894374</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-0867-0215</idno>
                  <idno type="VIAF">https://viaf.org/viaf/202207089</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=7mKxFjkAAAAJ</idno>
                  <affiliation ref="#struct-363822"/>
                  <affiliation ref="#struct-1289"/>
                  <affiliation ref="#struct-82792"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Emmanuel</forename>
                    <surname>Vazquez</surname>
                  </persName>
                  <email type="md5">315c954903b89c5682b64a069d9f6625</email>
                  <email type="domain">supelec.fr</email>
                  <idno type="idhal" notation="string">emmanuel-vazquez</idno>
                  <idno type="idhal" notation="numeric">6826</idno>
                  <idno type="halauthorid" notation="string">5989-6826</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6270-0166</idno>
                  <idno type="IDREF">https://www.idref.fr/091535395</idno>
                  <idno type="ARXIV">https://arxiv.org/a/vazquez_e_2 </idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=gyx2-dkAAAAJ</idno>
                  <affiliation ref="#struct-363822"/>
                  <affiliation ref="#struct-1289"/>
                  <affiliation ref="#struct-82792"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>EngOpt 2016, 5th International Conference on Engineering Optimization</title>
                  <date type="start">2016-06-19</date>
                  <date type="end">2016-06-23</date>
                  <settlement>Iguassu Falls</settlement>
                  <country key="BR">Brazil</country>
                </meeting>
                <editor>José Herskovits</editor>
                <imprint>
                  <biblScope unit="pp">400-409</biblScope>
                  <date type="datePub">2017</date>
                </imprint>
              </monogr>
              <idno type="arxiv">1610.02271</idno>
              <ref type="publisher">http://engopt.org/proceedings.php?by=author&amp;cod=309&amp;desc=Paul%20FELIOT</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Expected improvement</term>
                <term xml:lang="en">Multi-objective</term>
                <term xml:lang="en">Hidden constraints</term>
                <term xml:lang="en">Sequential Monte Carlo</term>
                <term xml:lang="en">Bayesian optimization</term>
              </keywords>
              <classCode scheme="halDomain" n="math.math-oc">Mathematics [math]/Optimization and Control [math.OC]</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>In this paper, we present the application of a recently developed algorithm for Bayesian multi-objective optimization to the design of a commercial aircraft environment control system (ECS). In our model, the ECS is composed of two cross-flow heat exchangers, a centrifugal compressor and a radial turbine, the geometries of which are simultaneously optimized to achieve minimal weight and entropy generation of the system. While both objectives impact the overall performance of the aircraft, they are shown to be antagonistic and a set of trade-off design solutions is identified. The algorithm used for optimizing the system implements a Bayesian approach to the multi-objective optimization problem in the presence of non-linear constraints and the emphasis is on conducting the optimization using a limited number of system simulations. Noteworthy features of this particular application include a non-hypercubic design domain and the presence of hidden constraints due to simulation failures.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="institution" xml:id="struct-363822" status="VALID">
          <idno type="ROR">https://ror.org/03crmsn52</idno>
          <orgName>IRT SystemX</orgName>
          <desc>
            <address>
              <addrLine>Institut de recherche technologique SystemX - 8 Avenue de la Vauve, 91120 Palaiseau</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.irt-systemx.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-1289" status="OLD">
          <idno type="IdRef">133818799</idno>
          <idno type="RNSR">199812842X</idno>
          <orgName>Laboratoire des signaux et systèmes</orgName>
          <orgName type="acronym">L2S</orgName>
          <date type="end">2019-12-31</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-92966" type="direct"/>
            <relation active="#struct-411575" type="direct"/>
            <relation name="UMR8506" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-82792" status="OLD">
          <idno type="RNSR">200819991Z</idno>
          <orgName>Méthodes d'Analyse Stochastique des Codes et Traitements Numériques</orgName>
          <orgName type="acronym">GdR MASCOT-NUM</orgName>
          <date type="end">2023-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.gdr-mascotnum.fr/</ref>
          </desc>
          <listRelation>
            <relation name="GDR3179" active="#struct-302352" type="direct"/>
            <relation name="GDR3179" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-92966" status="OLD">
          <idno type="ROR">https://ror.org/028rypz17</idno>
          <orgName>Université Paris-Sud - Paris 11</orgName>
          <orgName type="acronym">UP11</orgName>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>Bâtiment 300 - 91405 Orsay cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.u-psud.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-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-302352" status="VALID">
          <idno type="IdRef">232435081</idno>
          <idno type="ISNI">000000040387052X</idno>
          <idno type="ROR">https://ror.org/050jcm728</idno>
          <orgName>Institut National des Sciences Mathématiques et de leurs Interactions - CNRS Mathématiques</orgName>
          <orgName type="acronym">INSMI-CNRS</orgName>
          <date type="start">2009-10-01</date>
          <desc>
            <address>
              <addrLine>CNRS - Campus Gérard Mégie - 3 rue Michel Ange - 75794 Paris cedex 16</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.insmi.cnrs.fr/fr</ref>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>