<?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-01026491</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="2026-05-02T17:58:04+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Bearing Health monitoring based on Hilbert-Huang Transform, Support Vector Machine and Regression.</title>
            <author role="aut">
              <persName>
                <forename type="first">Abdenour</forename>
                <surname>Soualhi</surname>
              </persName>
              <email type="md5">974606d015307fd06b4017b33f00d988</email>
              <email type="domain">univ-lyon1.fr</email>
              <idno type="idhal" notation="string">asoualhi</idno>
              <idno type="idhal" notation="numeric">1432058</idno>
              <idno type="halauthorid" notation="string">593478-1432058</idno>
              <idno type="ORCID">https://orcid.org/0000-0001-6687-9140</idno>
              <idno type="IDREF">https://www.idref.fr/178533785</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Kamal</forename>
                <surname>Medjaher</surname>
              </persName>
              <idno type="halauthorid">246441-0</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Noureddine</forename>
                <surname>Zerhouni</surname>
              </persName>
              <email type="md5">15ae76f4eca03a7ca6717c17825f8453</email>
              <email type="domain">ens2m.fr</email>
              <idno type="idhal" notation="numeric">841487</idno>
              <idno type="halauthorid" notation="string">118968-841487</idno>
              <affiliation ref="#struct-866"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Martine</forename>
                <surname>Azema</surname>
              </persName>
              <email type="md5">24ed69d7786a56d94e443068b8e2a026</email>
              <email type="domain">ens2m.fr.invalid</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2014-07-21 16:47:00</date>
              <date type="whenModified">2025-08-25 16:19:16</date>
              <date type="whenReleased">2014-07-21 17:00:59</date>
              <date type="whenProduced">2014</date>
              <date type="whenEndEmbargoed">2014-07-21</date>
              <ref type="file" target="https://hal.science/hal-01026491v1/document">
                <date notBefore="2014-07-21"/>
              </ref>
              <ref type="file" subtype="author" n="1" target="https://hal.science/hal-01026491v1/file/76735af9-ea36-426b-a726-d9bb6a01f264-author.pdf" id="file-1026491-820874">
                <date notBefore="2014-07-21"/>
              </ref>
              <ref type="externalLink" target="https://hal.archives-ouvertes.fr/hal-01026491/document"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="117362">
                <persName>
                  <forename>Martine</forename>
                  <surname>Azema</surname>
                </persName>
                <email type="md5">24ed69d7786a56d94e443068b8e2a026</email>
                <email type="domain">ens2m.fr.invalid</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-01026491</idno>
            <idno type="halUri">https://hal.science/hal-01026491</idno>
            <idno type="halBibtex">soualhi:hal-01026491</idno>
            <idno type="halRefHtml">&lt;i&gt;IEEE Transactions on Instrumentation and Measurement&lt;/i&gt;, 2014, pp.1-11. &lt;a target="_blank" href="https://dx.doi.org/10.1109/TIM.2014.2330494"&gt;&amp;#x27E8;10.1109/TIM.2014.2330494&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">IEEE Transactions on Instrumentation and Measurement, 2014, pp.1-11. &amp;#x27E8;10.1109/TIM.2014.2330494&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-1026491-820874"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="UNIV-FCOMTE">Université de Franche-Comté</idno>
            <idno type="stamp" n="UNIV-BM">Université de Technologie de Belfort-Montbeliard</idno>
            <idno type="stamp" n="ENSMM">Ecole Nationale Supérieure de Mécanique et des Microtechniques</idno>
            <idno type="stamp" n="FEMTO-ST" corresp="UNIV-FCOMTE">Franche-Comté Electronique, Mécanique, Thermique et Optique - Sciences et Technologies (UMR 6174)</idno>
            <idno type="stamp" n="UNIV-BM-THESE">Université de Technologie de Belfort-Montbeliard</idno>
            <idno type="stamp" n="TDS-MACS">Réseau de recherche en Théorie des Systèmes Distribués, Modélisation, Analyse et Contrôle des Systèmes</idno>
          </seriesStmt>
          <notesStmt>
            <note type="audience" n="2">International</note>
            <note type="popular" n="0">No</note>
            <note type="peer" n="1">Yes</note>
          </notesStmt>
          <sourceDesc>
            <biblStruct>
              <analytic>
                <title xml:lang="en">Bearing Health monitoring based on Hilbert-Huang Transform, Support Vector Machine and Regression.</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Abdenour</forename>
                    <surname>Soualhi</surname>
                  </persName>
                  <email type="md5">974606d015307fd06b4017b33f00d988</email>
                  <email type="domain">univ-lyon1.fr</email>
                  <idno type="idhal" notation="string">asoualhi</idno>
                  <idno type="idhal" notation="numeric">1432058</idno>
                  <idno type="halauthorid" notation="string">593478-1432058</idno>
                  <idno type="ORCID">https://orcid.org/0000-0001-6687-9140</idno>
                  <idno type="IDREF">https://www.idref.fr/178533785</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Kamal</forename>
                    <surname>Medjaher</surname>
                  </persName>
                  <idno type="halauthorid">246441-0</idno>
                  <affiliation ref="#struct-866"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Noureddine</forename>
                    <surname>Zerhouni</surname>
                  </persName>
                  <email type="md5">15ae76f4eca03a7ca6717c17825f8453</email>
                  <email type="domain">ens2m.fr</email>
                  <idno type="idhal" notation="numeric">841487</idno>
                  <idno type="halauthorid" notation="string">118968-841487</idno>
                  <affiliation ref="#struct-866"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">5383</idno>
                <idno type="issn">0018-9456</idno>
                <title level="j">IEEE Transactions on Instrumentation and Measurement</title>
                <imprint>
                  <publisher>Institute of Electrical and Electronics Engineers</publisher>
                  <biblScope unit="pp">1-11</biblScope>
                  <date type="datePub">2014</date>
                </imprint>
              </monogr>
              <idno type="doi">10.1109/TIM.2014.2330494</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="spi.auto">Engineering Sciences [physics]/Automatic</classCode>
              <classCode scheme="halTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halOldTypology" n="ART">Journal articles</classCode>
              <classCode scheme="halTreeTypology" n="ART">Journal articles</classCode>
            </textClass>
            <abstract xml:lang="en">
              <p>The detection, diagnostic and prognostic of bearing degradation play a key role in increasing the reliability and safety of electrical machines especially in key industrial sectors. This paper presents a new approach which combines the Hilbert-Huang transform, the support vector machine and the support vector regression for the monitoring of ball bearings. The proposed approach uses the Hilbert-Huang transform to extract new heath indicators from stationary/non-stationary vibration signals able to tack the degradation of the critical components of bearings. The degradation states are detected by a supervised classification technique called support vector machine and the fault diagnostic is given by analyzing the extracted health indicators. The estimation of the remaining useful life is obtained by a one-step time series prediction based on support vector regression. A set of experimental data collected from degraded bearings is used to validate the proposed approach. Experimental results show that the use of the Hilbert-Huang transform, the support vector machine and the support vector regression is a suitable strategy to improve the detection, diagnostic and prognostic of bearing degradation.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-866" status="VALID">
          <idno type="IdRef">152639071</idno>
          <idno type="RNSR">200412232H</idno>
          <idno type="ROR">https://ror.org/004fmxv66</idno>
          <orgName>Franche-Comté Électronique Mécanique, Thermique et Optique - Sciences et Technologies (UMR 6174)</orgName>
          <orgName type="acronym">FEMTO-ST</orgName>
          <date type="start">2004-01-01</date>
          <desc>
            <address>
              <addrLine>32 avenue de l'Observatoire 25044 BESANCON CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.femto-st.fr</ref>
          </desc>
          <listRelation>
            <relation name="UMR 6174" active="#struct-300261" type="direct"/>
            <relation active="#struct-300360" type="direct"/>
            <relation name="UMR6174" active="#struct-441569" type="direct"/>
            <relation active="#struct-458810" type="direct"/>
            <relation active="#struct-426438" type="indirect"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-300261" status="VALID">
          <orgName>Université de Technologie de Belfort-Montbeliard</orgName>
          <orgName type="acronym">UTBM</orgName>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300360" status="VALID">
          <idno type="IdRef">201436736</idno>
          <idno type="ROR">https://ror.org/05813w841</idno>
          <orgName>Ecole Nationale Supérieure de Mécanique et des Microtechniques</orgName>
          <orgName type="acronym">ENSMM</orgName>
          <desc>
            <address>
              <addrLine>École Nationale Supérieure de Mécanique et des Microtechniques26, rue de l'épitapheCS 5181325030 BESANÇON CEDEX - FRANCE</addrLine>
              <country key="FR"/>
            </address>
          </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-458810" status="VALID">
          <idno type="IdRef">026403188</idno>
          <idno type="ISNI">0000000121883779</idno>
          <idno type="ROR">https://ror.org/03pcc9z86</idno>
          <orgName>Université de Franche-Comté</orgName>
          <orgName type="acronym">UFC</orgName>
          <desc>
            <address>
              <addrLine>1 rue Goudimel25030 Besançon cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.univ-fcomte.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-426438" type="direct"/>
          </listRelation>
        </org>
        <org type="regroupinstitution" xml:id="struct-426438" status="VALID">
          <idno type="IdRef">200716271</idno>
          <idno type="ISNI">0000 0004 4910 6615</idno>
          <idno type="ROR">https://ror.org/02dn7x778</idno>
          <orgName>Université Bourgogne Franche-Comté [COMUE]</orgName>
          <orgName type="acronym">UBFC</orgName>
          <date type="start">2015-04-01</date>
          <date type="end">2024-12-31</date>
          <desc>
            <address>
              <addrLine>32, avenue de l’observatoire25000 BESANCON</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.ubfc.fr</ref>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>