<?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 insu-01410090</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="2026-05-23T14:51:04+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Data-driven clustering of rain events: microphysics information derived from macro-scale observations</title>
            <author role="aut">
              <persName>
                <forename type="first">Djallel</forename>
                <surname>Dilmi</surname>
              </persName>
              <email type="md5">5bfe218d5440fb96debd0d5b79f8644e</email>
              <email type="domain">outlook.fr</email>
              <idno type="idhal" notation="string">mohamed-djallel-dilmi</idno>
              <idno type="idhal" notation="numeric">1277355</idno>
              <idno type="halauthorid" notation="string">1086319-1277355</idno>
              <idno type="ARXIV">https://arxiv.org/a/dilmi_m_1</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-7909-290X</idno>
              <affiliation ref="#struct-407095"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Cécile</forename>
                <surname>Mallet</surname>
              </persName>
              <email type="md5">d3c04196986434e6c745440a291f77eb</email>
              <email type="domain">latmos.ipsl.fr</email>
              <idno type="idhal" notation="string">cecile-mallet</idno>
              <idno type="idhal" notation="numeric">177007</idno>
              <idno type="halauthorid" notation="string">4685-177007</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-0943-3510</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=yofFVUwAAAAJ&amp;hl=fr</idno>
              <idno type="IDREF">https://www.idref.fr/158300343</idno>
              <affiliation ref="#struct-407095"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Laurent</forename>
                <surname>Barthès</surname>
              </persName>
              <email type="md5">263be6686f69113895bac2e3761f5aba</email>
              <email type="domain">latmos.ipsl.fr</email>
              <idno type="idhal" notation="numeric">968696</idno>
              <idno type="halauthorid" notation="string">214646-968696</idno>
              <affiliation ref="#struct-407095"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Aymeric</forename>
                <surname>Chazottes</surname>
              </persName>
              <email type="md5">1ac41db8e33015abe1e4079c0f0d41d7</email>
              <email type="domain">latmos.ipsl.fr</email>
              <idno type="idhal" notation="numeric">968695</idno>
              <idno type="halauthorid" notation="string">214672-968695</idno>
              <affiliation ref="#struct-407095"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Catherine</forename>
                <surname>Cardon</surname>
              </persName>
              <email type="md5">e340dbefd963f53cc03bebadda878ef4</email>
              <email type="domain">noos.fr</email>
            </editor>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2017-04-25 13:54:50</date>
              <date type="whenModified">2025-07-03 16:54:22</date>
              <date type="whenReleased">2017-04-27 09:23:16</date>
              <date type="whenProduced">2017</date>
              <date type="whenEndEmbargoed">2017-04-25</date>
              <ref type="file" target="https://insu.hal.science/insu-01410090v1/document">
                <date notBefore="2017-04-25"/>
              </ref>
              <ref type="file" subtype="greenPublisher" n="1" target="https://insu.hal.science/insu-01410090v1/file/amt-10-1557-2017.pdf" id="file-1513698-1575912">
                <date notBefore="2017-04-25"/>
              </ref>
              <ref type="externalLink" target="https://www.atmos-meas-tech.net/10/1557/2017/amt-10-1557-2017.pdf"/>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="104093">
                <persName>
                  <forename>Catherine</forename>
                  <surname>Cardon</surname>
                </persName>
                <email type="md5">e340dbefd963f53cc03bebadda878ef4</email>
                <email type="domain">noos.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">insu-01410090</idno>
            <idno type="halUri">https://insu.hal.science/insu-01410090</idno>
            <idno type="halBibtex">dilmi:insu-01410090</idno>
            <idno type="halRefHtml">&lt;i&gt;Atmospheric Measurement Techniques&lt;/i&gt;, 2017, 10 (4), pp.1557-1574. &lt;a target="_blank" href="https://dx.doi.org/10.5194/amt-10-1557-2017"&gt;&amp;#x27E8;10.5194/amt-10-1557-2017&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">Atmospheric Measurement Techniques, 2017, 10 (4), pp.1557-1574. &amp;#x27E8;10.5194/amt-10-1557-2017&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://about.hal.science/hal-authorisation-v1/">HAL Authorization<ref corresp="#file-1513698-1575912"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="INSU">INSU - Institut National des Sciences de l'Univers</idno>
            <idno type="stamp" n="UPMC" corresp="SORBONNE-UNIVERSITE">Université Pierre et Marie Curie</idno>
            <idno type="stamp" n="CNRS">CNRS - Centre national de la recherche scientifique</idno>
            <idno type="stamp" n="LATMOS" corresp="SORBONNE-UNIVERSITE">Laboratoire Atmosphères, Milieux, Observations Spatiales</idno>
            <idno type="stamp" n="GIP-BE">GIP Bretagne Environnement</idno>
            <idno type="stamp" n="UVSQ">Université de Versailles Saint-Quentin-en-Yvelines</idno>
            <idno type="stamp" n="UNIV-PARIS-SACLAY">Université Paris-Saclay</idno>
            <idno type="stamp" n="UVSQ-SACLAY" corresp="UNIV-PARIS-SACLAY">UVSQ-SACLAY</idno>
            <idno type="stamp" n="UPMC_POLE_3" corresp="UPMC">UPMC Pôle 3</idno>
            <idno type="stamp" n="SORBONNE-UNIVERSITE">Sorbonne Université</idno>
            <idno type="stamp" n="SU-SCIENCES" corresp="SORBONNE-UNIVERSITE">Faculté des Sciences de Sorbonne Université</idno>
            <idno type="stamp" n="UVSQ-UPSACLAY" corresp="UNIV-PARIS-SACLAY">UVSQ-UPSACLAY</idno>
            <idno type="stamp" n="SU-TI">Sorbonne Université - Texte Intégral</idno>
            <idno type="stamp" n="GS-ENGINEERING">Graduate School Sciences de l'Ingénierie et des Systèmes</idno>
            <idno type="stamp" n="GS-PHYSIQUE">Graduate School Physique</idno>
            <idno type="stamp" n="INSTITUT-SCIENCES-LUMIERE">Institut des Sciences de la Lumière</idno>
            <idno type="stamp" n="ALLIANCE-SU"> Alliance Sorbonne Université</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">Data-driven clustering of rain events: microphysics information derived from macro-scale observations</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Djallel</forename>
                    <surname>Dilmi</surname>
                  </persName>
                  <email type="md5">5bfe218d5440fb96debd0d5b79f8644e</email>
                  <email type="domain">outlook.fr</email>
                  <idno type="idhal" notation="string">mohamed-djallel-dilmi</idno>
                  <idno type="idhal" notation="numeric">1277355</idno>
                  <idno type="halauthorid" notation="string">1086319-1277355</idno>
                  <idno type="ARXIV">https://arxiv.org/a/dilmi_m_1</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-7909-290X</idno>
                  <affiliation ref="#struct-407095"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Cécile</forename>
                    <surname>Mallet</surname>
                  </persName>
                  <email type="md5">d3c04196986434e6c745440a291f77eb</email>
                  <email type="domain">latmos.ipsl.fr</email>
                  <idno type="idhal" notation="string">cecile-mallet</idno>
                  <idno type="idhal" notation="numeric">177007</idno>
                  <idno type="halauthorid" notation="string">4685-177007</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-0943-3510</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=yofFVUwAAAAJ&amp;hl=fr</idno>
                  <idno type="IDREF">https://www.idref.fr/158300343</idno>
                  <affiliation ref="#struct-407095"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Laurent</forename>
                    <surname>Barthès</surname>
                  </persName>
                  <email type="md5">263be6686f69113895bac2e3761f5aba</email>
                  <email type="domain">latmos.ipsl.fr</email>
                  <idno type="idhal" notation="numeric">968696</idno>
                  <idno type="halauthorid" notation="string">214646-968696</idno>
                  <affiliation ref="#struct-407095"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Aymeric</forename>
                    <surname>Chazottes</surname>
                  </persName>
                  <email type="md5">1ac41db8e33015abe1e4079c0f0d41d7</email>
                  <email type="domain">latmos.ipsl.fr</email>
                  <idno type="idhal" notation="numeric">968695</idno>
                  <idno type="halauthorid" notation="string">214672-968695</idno>
                  <affiliation ref="#struct-407095"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">103028</idno>
                <idno type="issn">1867-1381</idno>
                <idno type="eissn">1867-8548</idno>
                <title level="j">Atmospheric Measurement Techniques</title>
                <imprint>
                  <publisher>European Geosciences Union</publisher>
                  <biblScope unit="volume">10</biblScope>
                  <biblScope unit="issue">4</biblScope>
                  <biblScope unit="pp">1557-1574</biblScope>
                  <date type="datePub">2017</date>
                  <date type="dateEpub">2017-04-25</date>
                </imprint>
              </monogr>
              <idno type="doi">10.5194/amt-10-1557-2017</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <classCode scheme="halDomain" n="sdu.stu.me">Sciences of the Universe [physics]/Earth Sciences/Meteorology</classCode>
              <classCode scheme="halDomain" n="sdu.ocean">Sciences of the Universe [physics]/Ocean, Atmosphere</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 study of rain time series records is mainly carried out using rainfall rate or rain accumulation parameters estimated on a fixed duration (typically 1 min, 1 hour or 1 day). In this paper we used the concept of rain event. Among the numerous existing variables dedicated to the characterisation of rain events, the first part of this paper aims to obtain a parsimonious characterisation of these events using a minimal set of variables. In this context an algorithm based on Genetic Algorithm (GA) and Self Organising Maps (SOM) is proposed. The use of SOM is justify by the fact that it allows to maps a high dimensional data space to a two dimensional space while preserving as much as possible the initial space topology in an unsupervised way. The obtained 2D maps allow to provide the dependencies between variables and consequently to remove redundant variables leading to a minimal subset of variables. The ability of the obtained 2D map to deduce all events characteristics from only five features (the event duration, the rain rate peak, the rain event depth, the event rain rate standard deviation and the absolute rain rate variation of order 0.5) is verified. From this minimal subset of variables hierarchical cluster analysis were conducted. We show that a clustering in two classes allows finding the classic convective and stratiform classes while a classification in five classes allows refining this convective/stratiform classification. Finally, the last objective of this paper is to study the possible relationship between these five classes and their associated rain event microphysics. Some relationship between these classes and microphysics parameters are highlighted.</p>
            </abstract>
            <particDesc>
              <org type="ir" xml:id="fr-esr-fdr-ir-044">
                <orgName type="acronym">ACTRIS-France</orgName>
              </org>
            </particDesc>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="researchteam" xml:id="struct-407095" status="OLD">
          <orgName>SPACE - LATMOS</orgName>
          <date type="start">2009-01-01</date>
          <date type="end">2017-12-31</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
          <listRelation>
            <relation active="#struct-88261" type="direct"/>
            <relation name="UMR8190" active="#struct-81173" type="indirect"/>
            <relation name="UMR8190" active="#struct-93591" type="indirect"/>
            <relation name="UMR8190" active="#struct-300045" type="indirect"/>
            <relation name="UMR8190" active="#struct-441569" type="indirect"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-88261" status="OLD">
          <idno type="IdRef">158011082</idno>
          <idno type="ISNI">0000000104563087</idno>
          <idno type="RNSR">200918434C</idno>
          <idno type="ROR">https://ror.org/05ppf7q77</idno>
          <orgName>Laboratoire Atmosphères, Milieux, Observations Spatiales</orgName>
          <orgName type="acronym">LATMOS</orgName>
          <date type="start">2009-01-01</date>
          <date type="end">2017-12-31</date>
          <desc>
            <address>
              <addrLine>11 boulevard d'AlembertQuartier des Garennes 78280 - Guyancourt</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.latmos.ipsl.fr</ref>
          </desc>
          <listRelation>
            <relation name="UMR8190" active="#struct-81173" type="direct"/>
            <relation name="UMR8190" active="#struct-93591" type="direct"/>
            <relation name="UMR8190" active="#struct-300045" type="direct"/>
            <relation name="UMR8190" active="#struct-441569" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-81173" status="VALID">
          <idno type="IdRef">03082057X</idno>
          <idno type="ISNI">0000 0001 2323 0229 </idno>
          <idno type="ROR">https://ror.org/03mkjjy25</idno>
          <orgName>Université de Versailles Saint-Quentin-en-Yvelines</orgName>
          <orgName type="acronym">UVSQ</orgName>
          <date type="start">1991-07-22</date>
          <desc>
            <address>
              <addrLine>55 avenue de Paris - 78035 Versailles cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.uvsq.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-93591" status="OLD">
          <idno type="ROR">https://ror.org/02en5vm52</idno>
          <orgName>Université Pierre et Marie Curie - Paris 6</orgName>
          <orgName type="acronym">UPMC</orgName>
          <date type="end">2017-12-31</date>
          <desc>
            <address>
              <addrLine>4 place Jussieu - 75005 Paris</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.upmc.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="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>
      </listOrg>
    </back>
  </text>
</TEI>