<?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-05114830</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="2026-05-25T01:00:53+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Impact of environmental data on wind turbine noise level estimation</title>
            <author role="aut">
              <persName>
                <forename type="first">Abdelazyz</forename>
                <surname>Rkhiss</surname>
              </persName>
              <idno type="halauthorid">3214975-0</idno>
              <affiliation ref="#struct-1043339"/>
              <affiliation ref="#struct-1095795"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Arthur</forename>
                <surname>Finez</surname>
              </persName>
              <email type="md5">73ac37d1ae2b34fea76ed6839f823820</email>
              <email type="domain">engie.com</email>
              <idno type="idhal" notation="numeric">1185043</idno>
              <idno type="halauthorid" notation="string">513628-1185043</idno>
              <affiliation ref="#struct-1095795"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Jean-Rémy</forename>
                <surname>Gloaguen</surname>
              </persName>
              <email type="md5">8f03fd678924a65c3f63d2a37a715e41</email>
              <email type="domain">engie.com</email>
              <idno type="idhal" notation="numeric">1185041</idno>
              <idno type="halauthorid" notation="string">1065151-1185041</idno>
              <affiliation ref="#struct-1095795"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Gabriel</forename>
                <surname>Vasile</surname>
              </persName>
              <email type="md5">6629fcb9b948fa0e2962aada649021dd</email>
              <email type="domain">gipsa-lab.grenoble-inp.fr</email>
              <idno type="idhal" notation="string">gabriel-vasile</idno>
              <idno type="idhal" notation="numeric">6912</idno>
              <idno type="halauthorid" notation="string">11065-6912</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-6458-3634</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=jnpBbpcAAAAJ&amp;hl=fr&amp;oi=ao</idno>
              <idno type="IDREF">https://www.idref.fr/120253240</idno>
              <affiliation ref="#struct-1043339"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Julien</forename>
                <surname>Maillard</surname>
              </persName>
              <email type="md5">146931f480e36627056252a06f1f720c</email>
              <email type="domain">cstb.fr</email>
              <idno type="idhal" notation="string">julien-maillard</idno>
              <idno type="idhal" notation="numeric">882849</idno>
              <idno type="halauthorid" notation="string">249823-882849</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-8305-3244</idno>
              <affiliation ref="#struct-300021"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Gabriel</forename>
                <surname>Vasile</surname>
              </persName>
              <email type="md5">2aa9b62abbf11b069b54140f8ea1ac49</email>
              <email type="domain">gipsa-lab.grenoble-inp.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2025-06-16 14:22:21</date>
              <date type="whenModified">2026-03-23 17:13:19</date>
              <date type="whenReleased">2025-06-17 08:22:41</date>
              <date type="whenProduced">2025-06-10</date>
              <date type="whenEndEmbargoed">2025-06-16</date>
              <ref type="file" target="https://hal.science/hal-05114830v1/document">
                <date notBefore="2025-06-16"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-05114830v1/file/WTN_conference_paper.pdf" id="file-5114830-4422340">
                <date notBefore="2025-06-16"/>
              </ref>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="139605">
                <persName>
                  <forename>Gabriel</forename>
                  <surname>Vasile</surname>
                </persName>
                <email type="md5">2aa9b62abbf11b069b54140f8ea1ac49</email>
                <email type="domain">gipsa-lab.grenoble-inp.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-05114830</idno>
            <idno type="halUri">https://hal.science/hal-05114830</idno>
            <idno type="halBibtex">rkhiss:hal-05114830</idno>
            <idno type="halRefHtml">&lt;i&gt;WTN 2025 - 11th Edition of International Conferences on Wind Turbine Noise&lt;/i&gt;, Jun 2025, Copenhagen, Denmark</idno>
            <idno type="halRef">WTN 2025 - 11th Edition of International Conferences on Wind Turbine Noise, Jun 2025, Copenhagen, Denmark</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/publicdomain/zero/1.0/">CC0 1.0 - Universal<ref corresp="#file-5114830-4422340"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="INSU">INSU - Institut National des Sciences de l'Univers</idno>
            <idno type="stamp" n="UNIV-SAVOIE">Université Savoie Mont Blanc</idno>
            <idno type="stamp" n="CSTB">Centre Scientifique et Technique du Bâtiment</idno>
            <idno type="stamp" n="UGA">HAL Grenoble Alpes</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="INPG">Institut polytechnique de Grenoble</idno>
            <idno type="stamp" n="IRSTEA">IRSTEA - Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture (&lt;b&gt;anciennement Cemagref&lt;/b&gt;)</idno>
            <idno type="stamp" n="OSUG">Observatoire des Sciences de la Terre, de l'Univers et de l'Environnement de Grenoble</idno>
            <idno type="stamp" n="GIPSA">Grenoble Images Parole Signal Automatique</idno>
            <idno type="stamp" n="GIPSA-SIGMAPHY" corresp="OSUG">SIGMAPHY</idno>
            <idno type="stamp" n="AGREENIUM">Archive ouverte en agrobiosciences</idno>
            <idno type="stamp" n="GIPSA-PSD" corresp="GIPSA">Pôle Sciences des Données</idno>
            <idno type="stamp" n="INRAE">Institut National de Recherche en Agriculture, Alimentation et Environnement</idno>
            <idno type="stamp" n="UGA-EPE">Université Grenoble Alpes [2020-*]</idno>
            <idno type="stamp" n="RESEAU-EAU">Réseau "Systèmes Agricoles et Eau"</idno>
            <idno type="stamp" n="TEST-UGA">TEST-UGA</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">Impact of environmental data on wind turbine noise level estimation</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Abdelazyz</forename>
                    <surname>Rkhiss</surname>
                  </persName>
                  <idno type="halauthorid">3214975-0</idno>
                  <affiliation ref="#struct-1043339"/>
                  <affiliation ref="#struct-1095795"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Arthur</forename>
                    <surname>Finez</surname>
                  </persName>
                  <email type="md5">73ac37d1ae2b34fea76ed6839f823820</email>
                  <email type="domain">engie.com</email>
                  <idno type="idhal" notation="numeric">1185043</idno>
                  <idno type="halauthorid" notation="string">513628-1185043</idno>
                  <affiliation ref="#struct-1095795"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Jean-Rémy</forename>
                    <surname>Gloaguen</surname>
                  </persName>
                  <email type="md5">8f03fd678924a65c3f63d2a37a715e41</email>
                  <email type="domain">engie.com</email>
                  <idno type="idhal" notation="numeric">1185041</idno>
                  <idno type="halauthorid" notation="string">1065151-1185041</idno>
                  <affiliation ref="#struct-1095795"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Gabriel</forename>
                    <surname>Vasile</surname>
                  </persName>
                  <email type="md5">6629fcb9b948fa0e2962aada649021dd</email>
                  <email type="domain">gipsa-lab.grenoble-inp.fr</email>
                  <idno type="idhal" notation="string">gabriel-vasile</idno>
                  <idno type="idhal" notation="numeric">6912</idno>
                  <idno type="halauthorid" notation="string">11065-6912</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-6458-3634</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=jnpBbpcAAAAJ&amp;hl=fr&amp;oi=ao</idno>
                  <idno type="IDREF">https://www.idref.fr/120253240</idno>
                  <affiliation ref="#struct-1043339"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Julien</forename>
                    <surname>Maillard</surname>
                  </persName>
                  <email type="md5">146931f480e36627056252a06f1f720c</email>
                  <email type="domain">cstb.fr</email>
                  <idno type="idhal" notation="string">julien-maillard</idno>
                  <idno type="idhal" notation="numeric">882849</idno>
                  <idno type="halauthorid" notation="string">249823-882849</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-8305-3244</idno>
                  <affiliation ref="#struct-300021"/>
                </author>
              </analytic>
              <monogr>
                <title level="m">WTN2025 - Conference proceedings</title>
                <meeting>
                  <title>WTN 2025 - 11th Edition of International Conferences on Wind Turbine Noise</title>
                  <date type="start">2025-06-10</date>
                  <date type="end">2025-06-13</date>
                  <settlement>Copenhagen</settlement>
                  <country key="DK">Denmark</country>
                </meeting>
                <imprint/>
              </monogr>
              <ref type="publisher">https://www.windturbinenoise.eu</ref>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <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>Wind energy is one of the most widely used renewable energy sources in the world and has grown rapidly in recent years. However, wind turbines generate noise that is often perceived as a disturbance by nearby residents. So, developing tools to assist wind farm developers and regulatory authorities is essential. This study focus on the impact of environmental data on wind turbine noise (WTN) level estimation using recurrent neural networks (RNNs). We compare the performance of an architecture which is based on long-short term memory cells (LSTM). LSTM model trained using only acoustic features in the frequency range of 31.5 Hz to 2 kHz with those incorporating additional environmental features, such as wind speed and wind turbine power accorded to each wind speed value. The results highlight the influence of these factors on noise characterization and demonstrate the extent to which environmental data enhances WTN level estimation.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="researchteam" xml:id="struct-1043339" status="OLD">
          <orgName>GIPSA - Signal Images Physique</orgName>
          <orgName type="acronym">GIPSA-SIGMAPHY</orgName>
          <date type="start">2020-01-01</date>
          <date type="end">2025-12-31</date>
          <desc>
            <address>
              <addrLine>GIPSA-lab, 11 rue des Mathématiques, Grenoble Campus BP46, F-38402 SAINT MARTIN D'HERES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.gipsa-lab.fr/sigmaphy/accueil-sigmaphy.php</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1002499" type="direct"/>
            <relation active="#struct-1043334" type="direct"/>
            <relation active="#struct-1043333" type="indirect"/>
            <relation name="UMR5216" active="#struct-441569" type="indirect"/>
            <relation active="#struct-1042703" type="indirect"/>
            <relation active="#struct-1043329" type="indirect"/>
            <relation active="#struct-1043796" type="direct"/>
            <relation active="#struct-89889" type="indirect"/>
            <relation active="#struct-300045" type="indirect"/>
            <relation name="UMR1484" active="#struct-302049" type="indirect"/>
            <relation active="#struct-432896" type="indirect"/>
            <relation name="UMS832" active="#struct-441569" type="indirect"/>
            <relation active="#struct-445543" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1095795" status="INCOMING">
          <orgName>ENGIE GREEN</orgName>
          <desc>
            <address>
              <addrLine>NANTES, 44000</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-546540" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300021" status="VALID">
          <idno type="IdRef">027576426</idno>
          <idno type="ROR">https://ror.org/02fsd1928</idno>
          <orgName>Centre Scientifique et Technique du Bâtiment</orgName>
          <orgName type="acronym">CSTB</orgName>
          <date type="start">1947-01-01</date>
          <desc>
            <address>
              <addrLine>84, avenue Jean Jaurès, Champs-sur-Marne, 77447 Marne la Vallée cedex 02</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.cstb.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1002499" status="VALID">
          <idno type="IdRef">186067518</idno>
          <idno type="ISNI">0000000417832786</idno>
          <idno type="RNSR">200310841A</idno>
          <idno type="ROR">https://ror.org/03vte9x46</idno>
          <orgName>Observatoire des Sciences de l'Univers de Grenoble</orgName>
          <orgName type="acronym">Fédération OSUG</orgName>
          <date type="start">1985-01-01</date>
          <desc>
            <address>
              <addrLine>Domaine universitaire, bâtiment OSUG-D122 rue de la piscine38 400 Saint Martin d’Hères</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.osug.fr/</ref>
          </desc>
        </org>
        <org type="department" xml:id="struct-1043334" status="OLD">
          <orgName>GIPSA Pôle Sciences des Données</orgName>
          <orgName type="acronym">GIPSA-PSD</orgName>
          <date type="start">2020-01-01</date>
          <date type="end">2025-12-31</date>
          <desc>
            <address>
              <addrLine>GIPSA-lab, 11 rue des Mathématiques, Grenoble Campus BP46, F-38402 SAINT MARTIN D'HERES CEDEX</addrLine>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-1043333" type="direct"/>
            <relation name="UMR5216" active="#struct-441569" type="indirect"/>
            <relation active="#struct-1042703" type="indirect"/>
            <relation active="#struct-1043329" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1043333" status="VALID">
          <idno type="IdRef">137251122</idno>
          <idno type="ISNI">0000000118823396</idno>
          <idno type="RNSR">200711885T</idno>
          <idno type="ROR">https://ror.org/02wrme198</idno>
          <orgName>Grenoble Images Parole Signal Automatique</orgName>
          <orgName type="acronym">GIPSA-lab</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>GIPSA-lab 11 rue des Mathématiques, Grenoble Campus BP46F-38402 SAINT MARTIN D'HERES CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.gipsa-lab.inpg.fr/</ref>
          </desc>
          <listRelation>
            <relation name="UMR5216" active="#struct-441569" type="direct"/>
            <relation active="#struct-1042703" type="direct"/>
            <relation active="#struct-1043329" type="direct"/>
          </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="regroupinstitution" xml:id="struct-1042703" status="VALID">
          <idno type="IdRef">240648315</idno>
          <idno type="ROR">https://ror.org/02rx3b187</idno>
          <orgName>Université Grenoble Alpes</orgName>
          <orgName type="acronym">UGA</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>Adresse CS 40700 - 38058 Grenoble cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-grenoble-alpes.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-1043329" status="VALID">
          <idno type="IdRef">026388804</idno>
          <idno type="ROR">https://ror.org/05sbt2524</idno>
          <orgName>Institut polytechnique de Grenoble - Grenoble Institute of Technology</orgName>
          <orgName type="acronym">Grenoble INP</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>46 avenue Félix Viallet 38031 Grenoble Cedex 1</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.grenoble-inp.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-1042703" type="direct"/>
          </listRelation>
        </org>
        <org type="regrouplaboratory" xml:id="struct-1043796" status="OLD">
          <idno type="IdRef">186067518</idno>
          <idno type="ISNI">0000 0004 1783 2786 </idno>
          <idno type="RNSR">200310841A</idno>
          <idno type="ROR">https://ror.org/03vte9x46</idno>
          <orgName>Observatoire des Sciences de l'Univers de Grenoble</orgName>
          <orgName type="acronym">OSUG</orgName>
          <date type="start">2016-01-01</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>414 Rue de la piscine - BP 53 38041 GRENOBLE CEDEX 9</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.osug.fr/</ref>
          </desc>
          <listRelation>
            <relation active="#struct-89889" type="direct"/>
            <relation active="#struct-300045" type="direct"/>
            <relation name="UMR1484" active="#struct-302049" type="direct"/>
            <relation active="#struct-432896" type="direct"/>
            <relation name="UMS832" active="#struct-441569" type="direct"/>
            <relation active="#struct-445543" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-89889" status="OLD">
          <idno type="IdRef">026388804</idno>
          <idno type="ROR">https://ror.org/05sbt2524</idno>
          <orgName>Institut polytechnique de Grenoble - Grenoble Institute of Technology</orgName>
          <orgName type="acronym">Grenoble INP</orgName>
          <date type="start">2007-01-01</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>46 avenue Félix Viallet 38031 Grenoble Cedex 1</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.grenoble-inp.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300045" status="VALID">
          <idno type="IdRef">029349265</idno>
          <idno type="ISNI">0000 0001 2154 1736</idno>
          <idno type="ROR">https://ror.org/04kdfz702</idno>
          <idno type="Wikidata">Q3152437</idno>
          <orgName>Institut national des sciences de l'Univers</orgName>
          <orgName type="acronym">INSU - CNRS</orgName>
          <date type="start">2007-04-19</date>
          <desc>
            <address>
              <addrLine>INSU-CNRS3 rue Michel-Ange, 75794 Paris Cedex 16</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.insu.cnrs.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-302049" status="OLD">
          <idno type="ROR">https://ror.org/01wep6g48</idno>
          <orgName>Institut national de recherche en sciences et technologies pour l'environnement et l'agriculture</orgName>
          <orgName type="acronym">IRSTEA</orgName>
          <date type="start">2012-01-01</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irstea.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-432896" status="VALID">
          <idno type="ROR">https://ror.org/04gqg1a07</idno>
          <orgName>Université Savoie Mont Blanc</orgName>
          <orgName type="acronym">USMB [Université de Savoie] [Université de Chambéry]</orgName>
          <date type="start">1979-10-01</date>
          <desc>
            <address>
              <addrLine>27, rue Marcoz - 73000 Chambéry</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-smb.fr</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-445543" status="OLD">
          <idno type="IdRef">188399275</idno>
          <idno type="ROR">https://ror.org/02rx3b187</idno>
          <orgName>Université Grenoble Alpes [2016-2019]</orgName>
          <orgName type="acronym">UGA [2016-2019]</orgName>
          <date type="start">2016-01-01</date>
          <date type="end">2019-12-31</date>
          <desc>
            <address>
              <addrLine>38058 Grenoble cedex</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-546540" status="INCOMING">
          <orgName>parent</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>