<?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-01575419v1</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="2026-05-05T17:06:29+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings</title>
            <title xml:lang="fr">Apprentissage de Bandit Multi-Bras dans les réseaux Internet des Objets: l'apprentissage est utile même dans des cas non-stationnaires</title>
            <author role="aut">
              <persName>
                <forename type="first">Rémi</forename>
                <surname>Bonnefoi</surname>
              </persName>
              <email type="md5">2ae50a6e0bf0c1c8b4f5bf9c8ac987e5</email>
              <email type="domain">centralesupelec.fr</email>
              <idno type="idhal" notation="string">remi-bonnefoi</idno>
              <idno type="idhal" notation="numeric">10215</idno>
              <idno type="halauthorid" notation="string">28744-10215</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-7326-1568</idno>
              <idno type="IDREF">https://www.idref.fr/242646107</idno>
              <affiliation ref="#struct-185974"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Lilian</forename>
                <surname>Besson</surname>
              </persName>
              <email type="md5">0dbb6681f341b2ada4bd85345b7195fb</email>
              <email type="domain">ens-rennes.fr</email>
              <idno type="idhal" notation="string">lilian-besson</idno>
              <idno type="idhal" notation="numeric">14893</idno>
              <idno type="halauthorid" notation="string">36388-14893</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-2767-2563</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=bt3upq8AAAAJ</idno>
              <idno type="IDREF">https://www.idref.fr/24252883X</idno>
              <affiliation ref="#struct-185974"/>
              <affiliation ref="#struct-432036"/>
              <affiliation ref="#struct-410272"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Christophe</forename>
                <surname>Moy</surname>
              </persName>
              <email type="md5">d3deaee6bb8232bf29d99d5083b9dc18</email>
              <email type="domain">univ-rennes1.fr</email>
              <idno type="idhal" notation="string">christophe-moy</idno>
              <idno type="idhal" notation="numeric">10216</idno>
              <idno type="halauthorid" notation="string">2727-10216</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-9639-1648</idno>
              <idno type="IDREF">https://www.idref.fr/138021341</idno>
              <affiliation ref="#struct-89867"/>
              <affiliation ref="#struct-185974"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Emilie</forename>
                <surname>Kaufmann</surname>
              </persName>
              <email type="md5">8a4874bf36cdf75d4368683c6a73105d</email>
              <email type="domain">univ-lille.fr</email>
              <idno type="idhal" notation="string">emilie-kaufmann</idno>
              <idno type="idhal" notation="numeric">10422</idno>
              <idno type="halauthorid" notation="string">18258-10422</idno>
              <idno type="IDREF">https://www.idref.fr/197040810</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-5496-824X</idno>
              <affiliation ref="#struct-432036"/>
              <affiliation ref="#struct-441569"/>
              <affiliation ref="#struct-410272"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jacques</forename>
                <surname>Palicot</surname>
              </persName>
              <idno type="halauthorid">121057-0</idno>
              <affiliation ref="#struct-185974"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Rémi</forename>
                <surname>Bonnefoi</surname>
              </persName>
              <email type="md5">2ae50a6e0bf0c1c8b4f5bf9c8ac987e5</email>
              <email type="domain">centralesupelec.fr</email>
            </editor>
            <funder ref="#projanr-41280"/>
            <funder ref="#projanr-42232"/>
            <funder>This work is supported by the French National Research Agency (ANR), under the projects SOGREEN (grant coded: N ANR-14-CE28-0025-02) and BADASS (N ANR-16-CE40-0002), by Region Bretagne, France, by the French Ministry of Higher Education and Research (MENESR) and ENS Paris-Saclay.</funder>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2017-08-19 21:31:18</date>
              <date type="whenWritten">2017-05-01</date>
              <date type="whenModified">2025-02-26 15:33:49</date>
              <date type="whenReleased">2017-08-21 16:02:58</date>
              <date type="whenProduced">2017-09-20</date>
              <date type="whenEndEmbargoed">2018-06-13</date>
              <ref type="file" target="https://hal.science/hal-01575419v1/document">
                <date notBefore="2018-06-13"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-01575419v1/file/BBMKP_CROWNCOM_2017.pdf" id="file-1575419-1628745">
                <date notBefore="2018-06-13"/>
              </ref>
            </edition>
            <edition n="v2">
              <date type="whenSubmitted">2018-07-02 07:15:03</date>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="461674">
                <persName>
                  <forename>Rémi</forename>
                  <surname>Bonnefoi</surname>
                </persName>
                <email type="md5">2ae50a6e0bf0c1c8b4f5bf9c8ac987e5</email>
                <email type="domain">centralesupelec.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-01575419</idno>
            <idno type="halUri">https://hal.science/hal-01575419</idno>
            <idno type="halBibtex">bonnefoi:hal-01575419</idno>
            <idno type="halRefHtml">&lt;i&gt;CROWNCOM 2017 - 12th EAI International Conference on Cognitive Radio Oriented Wireless Networks&lt;/i&gt;, Sep 2017, Lisbon, Portugal</idno>
            <idno type="halRef">CROWNCOM 2017 - 12th EAI International Conference on Cognitive Radio Oriented Wireless Networks, Sep 2017, Lisbon, Portugal</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by-nc-sa/4.0/">CC BY-NC-SA 4.0 - Attribution - Non-commercial use - ShareAlike<ref corresp="#file-1575419-1628745"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="TEST-UNIV-RENNES">TEST Université de Rennes</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">Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings</title>
                <title xml:lang="fr">Apprentissage de Bandit Multi-Bras dans les réseaux Internet des Objets: l'apprentissage est utile même dans des cas non-stationnaires</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Rémi</forename>
                    <surname>Bonnefoi</surname>
                  </persName>
                  <email type="md5">2ae50a6e0bf0c1c8b4f5bf9c8ac987e5</email>
                  <email type="domain">centralesupelec.fr</email>
                  <idno type="idhal" notation="string">remi-bonnefoi</idno>
                  <idno type="idhal" notation="numeric">10215</idno>
                  <idno type="halauthorid" notation="string">28744-10215</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-7326-1568</idno>
                  <idno type="IDREF">https://www.idref.fr/242646107</idno>
                  <affiliation ref="#struct-185974"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Lilian</forename>
                    <surname>Besson</surname>
                  </persName>
                  <email type="md5">0dbb6681f341b2ada4bd85345b7195fb</email>
                  <email type="domain">ens-rennes.fr</email>
                  <idno type="idhal" notation="string">lilian-besson</idno>
                  <idno type="idhal" notation="numeric">14893</idno>
                  <idno type="halauthorid" notation="string">36388-14893</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-2767-2563</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=bt3upq8AAAAJ</idno>
                  <idno type="IDREF">https://www.idref.fr/24252883X</idno>
                  <affiliation ref="#struct-185974"/>
                  <affiliation ref="#struct-432036"/>
                  <affiliation ref="#struct-410272"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Christophe</forename>
                    <surname>Moy</surname>
                  </persName>
                  <email type="md5">d3deaee6bb8232bf29d99d5083b9dc18</email>
                  <email type="domain">univ-rennes1.fr</email>
                  <idno type="idhal" notation="string">christophe-moy</idno>
                  <idno type="idhal" notation="numeric">10216</idno>
                  <idno type="halauthorid" notation="string">2727-10216</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-9639-1648</idno>
                  <idno type="IDREF">https://www.idref.fr/138021341</idno>
                  <affiliation ref="#struct-89867"/>
                  <affiliation ref="#struct-185974"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Emilie</forename>
                    <surname>Kaufmann</surname>
                  </persName>
                  <email type="md5">8a4874bf36cdf75d4368683c6a73105d</email>
                  <email type="domain">univ-lille.fr</email>
                  <idno type="idhal" notation="string">emilie-kaufmann</idno>
                  <idno type="idhal" notation="numeric">10422</idno>
                  <idno type="halauthorid" notation="string">18258-10422</idno>
                  <idno type="IDREF">https://www.idref.fr/197040810</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-5496-824X</idno>
                  <affiliation ref="#struct-432036"/>
                  <affiliation ref="#struct-441569"/>
                  <affiliation ref="#struct-410272"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jacques</forename>
                    <surname>Palicot</surname>
                  </persName>
                  <idno type="halauthorid">121057-0</idno>
                  <affiliation ref="#struct-185974"/>
                </author>
              </analytic>
              <monogr>
                <meeting>
                  <title>CROWNCOM 2017 - 12th EAI International Conference on Cognitive Radio Oriented Wireless Networks</title>
                  <date type="start">2017-09-20</date>
                  <date type="end">2017-09-21</date>
                  <settlement>Lisbon</settlement>
                  <country key="PT">Portugal</country>
                </meeting>
                <imprint/>
              </monogr>
              <ref type="publisher">http://crowncom.org/2017/</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Reinforcement Learning</term>
                <term xml:lang="en">Non-Stationary Bandits</term>
                <term xml:lang="en">Cognitive Radio</term>
                <term xml:lang="en">Multi-Armed Bandits</term>
                <term xml:lang="en">Internet of Things</term>
              </keywords>
              <classCode scheme="halDomain" n="info.info-ni">Computer Science [cs]/Networking and Internet Architecture [cs.NI]</classCode>
              <classCode scheme="halDomain" n="info.info-ts">Computer Science [cs]/Signal and Image Processing</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>Setting up the future Internet of Things (IoT) networks will require to support more and more communicating devices. We prove that intelligent devices in unlicensed bands can use Multi-Armed Bandit (MAB) learning algorithms to improve resource exploitation. We evaluate the performance of two classical MAB learning algorithms, UCB1 and Thompson Sampling, to handle the decentralized decision-making of Spectrum Access, applied to IoT networks; as well as learning performance with a growing number of intelligent end-devices. We show that using learning algorithms does help to fit more devices in such networks, even when all end-devices are intelligent and are dynamically changing channel. In the studied scenario, stochastic MAB learning provides a up to 16% gain in term of successful transmission probabilities, and has near optimal performance even in non-stationary and non-i.i.d. settings with a majority of intelligent devices.</p>
            </abstract>
            <abstract xml:lang="fr">
              <p>La mise en place des futurs réseaux Internet des Objets (IoT) nécessitera de supporter de plus en plus d'appareils communicants. Nous prouvons que les objets adaptatifs, dans des bandes non licenciées, peuvent utiliser les algorithmes d'apprentissage de type Bandit Multi-Bras (MAB) pour améliorer l'exploitation des ressources. Nous évaluons les performances de deux algorithmes classiques d'apprentissage MAB, UCB1 et Thompson Sampling, pour prendre en charge la prise de décision décentralisée d'Analyse de Spectre, appliquée aux réseaux IoT, ainsi que les performances d'apprentissage avec un nombre croissant d'objets intelligents. Nous montrons que l'utilisation d'algorithmes d'apprentissage aide à adapter un plus grand nombre de dispositifs dans de tels réseaux, même lorsque tous les appareils finaux sont intelligents et changent de canal de façon dynamique. Dans le scénario étudié, l'apprentissage stochastique (MAB) fournit un gain allant jusqu'à 16% en terme de probabilités de transmission réussie, et a des performances quasi optimales même dans les situations non stationnaires et non i.i.d. avec une majorité d'appareils intelligents.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-185974" status="OLD">
          <idno type="IdRef">149256035</idno>
          <idno type="RNSR">200212224H</idno>
          <idno type="ROR">https://ror.org/013q33h79</idno>
          <orgName>Institut d'Électronique et des Technologies du numéRique</orgName>
          <orgName type="acronym">IETR</orgName>
          <date type="start">2012-01-01</date>
          <date type="end">2021-12-31</date>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu Bâtiment 11D263 Av.Général Leclerc-CS 74205 35042 Rennes Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.ietr.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-93263" type="direct"/>
            <relation active="#struct-105160" type="direct"/>
            <relation active="#struct-117606" type="direct"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-411575" type="direct"/>
            <relation name="UMR6164" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-432036" status="OLD">
          <idno type="RNSR">200718281V</idno>
          <orgName>Sequential Learning</orgName>
          <orgName type="acronym">SEQUEL</orgName>
          <date type="start">2015-01-01</date>
          <date type="end">2020-10-31</date>
          <desc>
            <address>
              <addrLine>Centre Inria de l'Université de Lille ,170 Av. de Bretagne, 59000 Lille</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/equipes/sequel</ref>
          </desc>
          <listRelation>
            <relation active="#struct-104752" type="direct"/>
            <relation active="#struct-300009" type="indirect"/>
            <relation active="#struct-410272" type="direct"/>
            <relation name="UMR9189" active="#struct-120930" type="indirect"/>
            <relation name="UMR9189" active="#struct-374570" type="indirect"/>
            <relation name="UMR9189" active="#struct-441569" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-410272" status="VALID">
          <idno type="IdRef">18388695X</idno>
          <idno type="RNSR">201521249L</idno>
          <idno type="ROR">https://ror.org/05vrs3189</idno>
          <idno type="Wikidata">Q116959497</idno>
          <orgName>Centre de Recherche en Informatique, Signal et Automatique de Lille - UMR 9189</orgName>
          <orgName type="acronym">CRIStAL</orgName>
          <date type="start">2015-01-01</date>
          <desc>
            <address>
              <addrLine>Université de Lille - Campus scientifique - Bâtiment ESPRIT - Avenue Henri Poincaré - 59655 Villeneuve d’Ascq</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cristal.univ-lille.fr/</ref>
          </desc>
          <listRelation>
            <relation name="UMR9189" active="#struct-120930" type="direct"/>
            <relation name="UMR9189" active="#struct-374570" type="direct"/>
            <relation name="UMR9189" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="researchteam" xml:id="struct-89867" status="OLD">
          <orgName>Signal, Communication et Electronique Embarquée</orgName>
          <orgName type="acronym">SCEE</orgName>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>Avenue de la Boulaie CS 47601 35576 Cesson-Sévigné Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.rennes.supelec.fr/ren/rd/scee/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-3195" type="direct"/>
            <relation active="#struct-105160" type="indirect"/>
            <relation active="#struct-117606" type="indirect"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-303397" type="indirect"/>
            <relation name="UMR6164" active="#struct-441569" type="indirect"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-441569" status="VALID">
          <idno type="IdRef">02636817X</idno>
          <idno type="ISNI">0000000122597504</idno>
          <idno type="ROR">https://ror.org/02feahw73</idno>
          <orgName>Centre National de la Recherche Scientifique</orgName>
          <orgName type="acronym">CNRS</orgName>
          <date type="start">1939-10-19</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.cnrs.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-93263" status="OLD">
          <idno type="IdRef">026403447</idno>
          <idno type="ROR">https://ror.org/03gnr7b55</idno>
          <orgName>Université de Nantes</orgName>
          <orgName type="acronym">UN</orgName>
          <date type="end">2021-12-31</date>
          <desc>
            <address>
              <addrLine>1, quai de Tourville - BP 13522 - 44035 Nantes cedex 1</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-nantes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-105160" status="VALID">
          <idno type="IdRef">26693823X</idno>
          <idno type="ROR">https://ror.org/015m7wh34</idno>
          <orgName>Université de Rennes</orgName>
          <orgName type="acronym">UR</orgName>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu, 263 avenue Général Leclerc, CS 74205, 35042 RENNES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-rennes.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-117606" status="VALID">
          <idno type="ROR">https://ror.org/04xaa4j22</idno>
          <orgName>Institut National des Sciences Appliquées - Rennes</orgName>
          <orgName type="acronym">INSA Rennes</orgName>
          <desc>
            <address>
              <addrLine>20, avenue des Buttes de Coësmes - CS 70839 - 35708 Rennes cedex 7</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.insa-rennes.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-301232" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-301232" status="VALID">
          <idno type="IdRef">162105150</idno>
          <orgName>Institut National des Sciences Appliquées</orgName>
          <orgName type="acronym">INSA</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </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="laboratory" xml:id="struct-104752" status="VALID">
          <idno type="RNSR">200818245B</idno>
          <idno type="ROR">https://ror.org/04eej9726</idno>
          <orgName>Centre Inria de l'Université de Lille</orgName>
          <desc>
            <address>
              <addrLine>Parc Scientifique de la Haute Borne 40, avenue Halley Bât.A, Park Plaza 59650 Villeneuve d'Ascq</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/lille/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300009" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300009" status="VALID">
          <idno type="ROR">https://ror.org/02kvxyf05</idno>
          <orgName>Institut National de Recherche en Informatique et en Automatique</orgName>
          <orgName type="acronym">Inria</orgName>
          <desc>
            <address>
              <addrLine>Domaine de VoluceauRocquencourt - BP 10578153 Le Chesnay Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.inria.fr/en/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-120930" status="VALID">
          <idno type="IdRef">256304629</idno>
          <idno type="ISNI">0000000122034461</idno>
          <idno type="ROR">https://ror.org/01x441g73</idno>
          <orgName>Centrale Lille</orgName>
          <desc>
            <address>
              <addrLine>École Centrale de Lille - Cité Scientifique - CS 20048 59651 Villeneuve d'Ascq Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://centralelille.fr/</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-374570" status="VALID">
          <idno type="IdRef">223446556</idno>
          <idno type="ISNI">0000 0001 2242 6780</idno>
          <idno type="ROR">https://ror.org/02kzqn938</idno>
          <idno type="Wikidata">Q3551621</idno>
          <orgName>Université de Lille</orgName>
          <desc>
            <address>
              <addrLine>EPE Université de Lille. -- 42 rue Paul Duez, 59000 Lille</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-lille.fr/</ref>
          </desc>
        </org>
        <org type="laboratory" xml:id="struct-3195" status="OLD">
          <orgName>Institut d'Electronique et de Télécommunications de Rennes</orgName>
          <orgName type="acronym">IETR</orgName>
          <date type="end">2012-01-01</date>
          <desc>
            <address>
              <addrLine>Campus de Beaulieu Bâtiment 11D 35042 Rennes Cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ietr.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-105160" type="direct"/>
            <relation active="#struct-117606" type="direct"/>
            <relation active="#struct-301232" type="indirect"/>
            <relation active="#struct-303397" type="direct"/>
            <relation name="UMR6164" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-303397" status="VALID">
          <orgName>Ecole Supérieure d'Electricité - SUPELEC (FRANCE)</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
      </listOrg>
      <listOrg type="projects">
        <org type="anrProject" xml:id="projanr-41280" status="VALID">
          <idno type="anr">ANR-14-CE28-0025</idno>
          <idno type="program">Appel à projets générique</idno>
          <orgName>SOGREEN</orgName>
          <desc>Réseau électrique intelligent pour l'amélioration de l'efficacité énergétique des réseaux cellulaires</desc>
          <date type="start">2014</date>
        </org>
        <org type="anrProject" xml:id="projanr-42232" status="VALID">
          <idno type="anr">ANR-16-CE40-0002</idno>
          <orgName>BADASS</orgName>
          <desc>BANDITS MANCHOTS POUR SIGNAUX NON-STATIONNAIRES ET STRUCTURES</desc>
          <date type="start">2016</date>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>