<?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-03549056</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="2026-05-17T06:39:19+02:00"/>
      </publicationStmt>
      <sourceDesc>
        <p part="N">HAL API Platform</p>
      </sourceDesc>
    </fileDesc>
  </teiHeader>
  <text>
    <body>
      <listBibl>
        <biblFull>
          <titleStmt>
            <title xml:lang="en">Proxy Data of Surface Water Floods in Rural Areas: Application to the Evaluation of the IRIP Intense Runoff Mapping Method Based on Satellite Remote Sensing and Rainfall Radar</title>
            <author role="aut">
              <persName>
                <forename type="first">Arnaud</forename>
                <surname>Cerbelaud</surname>
              </persName>
              <email type="md5">1acd4d7734c1b4b5dd8b074aaf76affd</email>
              <email type="domain">onera.fr</email>
              <idno type="idhal" notation="numeric">1107286</idno>
              <idno type="halauthorid" notation="string">2189109-1107286</idno>
              <affiliation ref="#struct-531211"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Pascal</forename>
                <surname>Breil</surname>
              </persName>
              <email type="md5">ab81a43b95514d630444f86db486080a</email>
              <email type="domain">inrae.fr</email>
              <idno type="idhal" notation="string">pascal-breil-inrae</idno>
              <idno type="idhal" notation="numeric">746086</idno>
              <idno type="halauthorid" notation="string">10047-746086</idno>
              <idno type="ORCID">https://orcid.org/0000-0003-0691-608X</idno>
              <idno type="IDREF">https://www.idref.fr/112267181</idno>
              <orgName ref="#struct-577435"/>
              <affiliation ref="#struct-1002498"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Gwendoline</forename>
                <surname>Blanchet</surname>
              </persName>
              <email type="md5">1fc82131068f41893214f1619c94183b</email>
              <email type="domain">cnes.fr</email>
              <idno type="idhal" notation="numeric">1124795</idno>
              <idno type="halauthorid" notation="string">197319-1124795</idno>
              <affiliation ref="#struct-307314"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Laure</forename>
                <surname>Roupioz</surname>
              </persName>
              <email type="md5">f3e430b12938058353d6d8cce450a597</email>
              <email type="domain">onera.fr</email>
              <idno type="idhal" notation="string">lroupioz</idno>
              <idno type="idhal" notation="numeric">1180486</idno>
              <idno type="halauthorid" notation="string">1028647-1180486</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-9988-3071</idno>
              <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=2T6PJskAAAAJ</idno>
              <idno type="IDREF">https://www.idref.fr/193168472</idno>
              <affiliation ref="#struct-531211"/>
            </author>
            <author role="aut">
              <persName>
                <forename type="first">Xavier</forename>
                <surname>Briottet</surname>
              </persName>
              <email type="md5">33b0c0647611b6276551b42991656ca9</email>
              <email type="domain">onera.fr</email>
              <idno type="idhal" notation="numeric">1249259</idno>
              <idno type="halauthorid" notation="string">536588-1249259</idno>
              <idno type="ORCID">https://orcid.org/0000-0002-1229-7396</idno>
              <idno type="IDREF">https://www.idref.fr/056753470</idno>
              <idno type="VIAF">https://viaf.org/viaf/27196569</idno>
              <idno type="ISNI">http://isni.org/isni/0000000061559837</idno>
              <affiliation ref="#struct-531211"/>
            </author>
            <editor role="depositor">
              <persName>
                <forename>Laurine</forename>
                <surname>WIBAUX</surname>
              </persName>
              <email type="md5">ed3d4fb417548e506dc6428aabf2fe10</email>
              <email type="domain">onera.fr</email>
            </editor>
            <funder>This research was funded by DGPR/SRNH, grant number 21367400.</funder>
          </titleStmt>
          <editionStmt>
            <edition n="v1" type="current">
              <date type="whenSubmitted">2022-01-31 11:10:26</date>
              <date type="whenModified">2026-02-23 12:04:22</date>
              <date type="whenReleased">2022-02-01 09:56:36</date>
              <date type="whenProduced">2022-02-01</date>
              <date type="whenEndEmbargoed">2022-01-31</date>
              <ref type="file" target="https://hal.science/hal-03549056v1/document">
                <date notBefore="2022-01-31"/>
              </ref>
              <ref type="file" subtype="greenPublisher" n="1" target="https://hal.science/hal-03549056v1/file/water-14-00393-v2.pdf" id="file-3549056-3107154">
                <date notBefore="2022-01-31"/>
              </ref>
              <ref type="externalLink" target="https://www.mdpi.com/2073-4441/14/3/393/pdf"/>
              <fs>
                <f name="inra_etatDocument_local" notation="numeric">
                  <numeric>0</numeric>
                </f>
                <f name="inra_etatDocument_local" notation="string" n="0">
                  <string>inra_etatDocument_local_0</string>
                </f>
                <f name="inra_publicVise_local" notation="string" n="SC">
                  <string>inra_publicVise_local_SC</string>
                </f>
              </fs>
            </edition>
            <respStmt>
              <resp>contributor</resp>
              <name key="925140">
                <persName>
                  <forename>Laurine</forename>
                  <surname>WIBAUX</surname>
                </persName>
                <email type="md5">ed3d4fb417548e506dc6428aabf2fe10</email>
                <email type="domain">onera.fr</email>
              </name>
            </respStmt>
          </editionStmt>
          <publicationStmt>
            <distributor>CCSD</distributor>
            <idno type="halId">hal-03549056</idno>
            <idno type="halUri">https://hal.science/hal-03549056</idno>
            <idno type="halBibtex">cerbelaud:hal-03549056</idno>
            <idno type="halRefHtml">&lt;i&gt;Water&lt;/i&gt;, 2022, 14 (3), pp.393. &lt;a target="_blank" href="https://dx.doi.org/10.3390/w14030393"&gt;&amp;#x27E8;10.3390/w14030393&amp;#x27E9;&lt;/a&gt;</idno>
            <idno type="halRef">Water, 2022, 14 (3), pp.393. &amp;#x27E8;10.3390/w14030393&amp;#x27E9;</idno>
            <availability status="restricted">
              <licence target="https://creativecommons.org/licenses/by/4.0/">CC BY 4.0 - Attribution<ref corresp="#file-3549056-3107154"/></licence>
            </availability>
          </publicationStmt>
          <seriesStmt>
            <idno type="stamp" n="ONERA">ONERA - Office National d'Études et de Recherches Aérospatiales</idno>
            <idno type="stamp" n="CNES">CNES - Centre national d'études spatiales</idno>
            <idno type="stamp" n="ONERA-MIP" corresp="ONERA">ONERA Midi-Pyrénées</idno>
            <idno type="stamp" n="INRAE">Institut National de Recherche en Agriculture, Alimentation et Environnement</idno>
            <idno type="stamp" n="INRAE-AQUA">INRAE-AQUA</idno>
            <idno type="stamp" n="RIVERLY">RIVERLY</idno>
            <idno type="stamp" n="RESEAU-TELEDETECTION-INRAE">Réseau télédétection INRAE </idno>
            <idno type="stamp" n="RESEAU-EAU">Réseau "Systèmes Agricoles et Eau"</idno>
            <idno type="stamp" n="POLITIQUES-PUBLIQUES-TEST" corresp="INRAE">collection test DAPP INRAE</idno>
            <idno type="stamp" n="DOTA_ONERA" corresp="ONERA">DOTA ONERA</idno>
            <idno type="stamp" n="CLIMAT-URBAIN">Climatologie urbaine</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">Proxy Data of Surface Water Floods in Rural Areas: Application to the Evaluation of the IRIP Intense Runoff Mapping Method Based on Satellite Remote Sensing and Rainfall Radar</title>
                <author role="aut">
                  <persName>
                    <forename type="first">Arnaud</forename>
                    <surname>Cerbelaud</surname>
                  </persName>
                  <email type="md5">1acd4d7734c1b4b5dd8b074aaf76affd</email>
                  <email type="domain">onera.fr</email>
                  <idno type="idhal" notation="numeric">1107286</idno>
                  <idno type="halauthorid" notation="string">2189109-1107286</idno>
                  <affiliation ref="#struct-531211"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Pascal</forename>
                    <surname>Breil</surname>
                  </persName>
                  <email type="md5">ab81a43b95514d630444f86db486080a</email>
                  <email type="domain">inrae.fr</email>
                  <idno type="idhal" notation="string">pascal-breil-inrae</idno>
                  <idno type="idhal" notation="numeric">746086</idno>
                  <idno type="halauthorid" notation="string">10047-746086</idno>
                  <idno type="ORCID">https://orcid.org/0000-0003-0691-608X</idno>
                  <idno type="IDREF">https://www.idref.fr/112267181</idno>
                  <orgName ref="#struct-577435"/>
                  <affiliation ref="#struct-1002498"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Gwendoline</forename>
                    <surname>Blanchet</surname>
                  </persName>
                  <email type="md5">1fc82131068f41893214f1619c94183b</email>
                  <email type="domain">cnes.fr</email>
                  <idno type="idhal" notation="numeric">1124795</idno>
                  <idno type="halauthorid" notation="string">197319-1124795</idno>
                  <affiliation ref="#struct-307314"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Laure</forename>
                    <surname>Roupioz</surname>
                  </persName>
                  <email type="md5">f3e430b12938058353d6d8cce450a597</email>
                  <email type="domain">onera.fr</email>
                  <idno type="idhal" notation="string">lroupioz</idno>
                  <idno type="idhal" notation="numeric">1180486</idno>
                  <idno type="halauthorid" notation="string">1028647-1180486</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-9988-3071</idno>
                  <idno type="GOOGLE SCHOLAR">https://scholar.google.fr/citations?user=2T6PJskAAAAJ</idno>
                  <idno type="IDREF">https://www.idref.fr/193168472</idno>
                  <affiliation ref="#struct-531211"/>
                </author>
                <author role="aut">
                  <persName>
                    <forename type="first">Xavier</forename>
                    <surname>Briottet</surname>
                  </persName>
                  <email type="md5">33b0c0647611b6276551b42991656ca9</email>
                  <email type="domain">onera.fr</email>
                  <idno type="idhal" notation="numeric">1249259</idno>
                  <idno type="halauthorid" notation="string">536588-1249259</idno>
                  <idno type="ORCID">https://orcid.org/0000-0002-1229-7396</idno>
                  <idno type="IDREF">https://www.idref.fr/056753470</idno>
                  <idno type="VIAF">https://viaf.org/viaf/27196569</idno>
                  <idno type="ISNI">http://isni.org/isni/0000000061559837</idno>
                  <affiliation ref="#struct-531211"/>
                </author>
              </analytic>
              <monogr>
                <idno type="halJournalId" status="VALID">112923</idno>
                <idno type="issn">2073-4441</idno>
                <title level="j">Water</title>
                <imprint>
                  <publisher>MDPI</publisher>
                  <biblScope unit="volume">14</biblScope>
                  <biblScope unit="issue">3</biblScope>
                  <biblScope unit="pp">393</biblScope>
                  <date type="datePub">2022-02-01</date>
                  <date type="dateEpub">2022-01-27</date>
                </imprint>
              </monogr>
              <idno type="doi">10.3390/w14030393</idno>
              <idno type="wos">000759875700001</idno>
            </biblStruct>
          </sourceDesc>
          <profileDesc>
            <langUsage>
              <language ident="en">English</language>
            </langUsage>
            <textClass>
              <keywords scheme="author">
                <term xml:lang="en">Logistic regression</term>
                <term xml:lang="en">Sentinel-2</term>
                <term xml:lang="en">Rainfall radar</term>
                <term xml:lang="en">Ssusceptibility mapping model</term>
                <term xml:lang="en">Intense pluvial runoff</term>
                <term xml:lang="en">X surface water flood</term>
              </keywords>
              <classCode scheme="halDomain" n="spi">Engineering Sciences [physics]</classCode>
              <classCode scheme="halDomain" n="phys">Physics [physics]</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>Along with fluvial floods (FFs), surface water floods (SWFs) caused by extreme overland flow are one of the main flood hazards occurring after heavy rainfall. Using physics-based distributed hydrological models, surface runoff can be simulated from precipitation inputs to investigate regions prone to soil erosion, mudflows or landslides. Geomatics approaches have also been developed to map susceptibility towards intense surface runoff without explicit hydrological modeling or event-based rainfall forcing. However, in order for these methods to be applicable for prevention purposes, they need to be comprehensively evaluated using proxy data of runoff-related impacts following a given event. Here, the IRIP geomatics mapping model, or “Indicator of Intense Pluvial Runoff”, is faced with rainfall radar measurements and damage maps derived from satellite imagery and supervised classification algorithms. Six watersheds in the Aude and Alpes-Maritimes departments in the South of France are investigated over more than 2000 km2 of rural areas during two flash-flood events. The results of this study show that the greater the IRIP susceptibility scores, the more SWFs are detected by the remote sensing-based detection algorithm. Proportions of damaged plots become even larger when considering areas which experienced heavier precipitations. A negative relationship between the mean IRIP accumulation scores and the intensity of rainfall is found among damaged plots, confirming that SWFs preferably occur over potentially riskier areas where rainfall is lower. Land use and soil hydraulic conductivity are identified as the most relevant indicators for IRIP to define production areas responsible for downslope deteriorations. Multivariate logistic regression is also used to determine the relative weights of upstream and local topography, uphill production areas and rainfall intensity for explaining SWF occurrence. This work overall confirms the relevance of IRIP methodology while suggesting improvements to its core framework to implement better prevention strategies against SWF-related hazards.</p>
            </abstract>
          </profileDesc>
        </biblFull>
      </listBibl>
    </body>
    <back>
      <listOrg type="structures">
        <org type="laboratory" xml:id="struct-531211" status="VALID">
          <orgName>DOTA, ONERA, Université de Toulouse [Toulouse]</orgName>
          <date type="start">2018-03-19</date>
          <desc>
            <address>
              <addrLine>31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.onera.fr</ref>
          </desc>
          <listRelation>
            <relation active="#struct-300024" type="direct"/>
            <relation active="#struct-443875" type="direct"/>
          </listRelation>
        </org>
        <org type="laboratory" xml:id="struct-1002498" status="VALID">
          <idno type="IdRef">257595988</idno>
          <idno type="RNSR">201822687L</idno>
          <orgName>RiverLy - Fonctionnement des hydrosystèmes</orgName>
          <orgName type="acronym">RiverLy</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <addrLine>5 rue de la Doua - CS 20244  F-69625 Villeurbanne cedex</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">http://www.irstea.fr</ref>
          </desc>
          <listRelation>
            <relation name="UR1469" active="#struct-577435" type="direct"/>
          </listRelation>
        </org>
        <org type="institution" xml:id="struct-307314" status="VALID">
          <orgName>Centre National d'Études Spatiales [Toulouse]</orgName>
          <orgName type="acronym">CNES</orgName>
          <desc>
            <address>
              <addrLine>18 avenue Edouard Belin 31401 Toulouse</addrLine>
              <country key="FR"/>
            </address>
          </desc>
        </org>
        <org type="institution" xml:id="struct-300024" status="VALID">
          <idno type="ROR">https://ror.org/005y2ap84</idno>
          <orgName>ONERA</orgName>
          <desc>
            <address>
              <addrLine>Office National d’Études et de Recherches Aéronautiques29, avenue de la Division Leclerc - BP 72 - 92322 CHATILLON CEDEX</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.onera.fr/fr</ref>
          </desc>
        </org>
        <org type="regroupinstitution" xml:id="struct-443875" status="VALID">
          <idno type="ROR">https://ror.org/017tgbk05</idno>
          <orgName>Communauté d'universités et établissements de Toulouse</orgName>
          <orgName type="acronym">Comue de Toulouse</orgName>
          <desc>
            <address>
              <addrLine>41 Allée Jules Guesde, 31000 Toulouse</addrLine>
              <country key="FR"/>
            </address>
            <ref type="url">https://www.univ-toulouse.fr/</ref>
          </desc>
        </org>
        <org type="institution" xml:id="struct-577435" status="VALID">
          <idno type="ROR">https://ror.org/003vg9w96</idno>
          <orgName>Institut National de Recherche pour l’Agriculture, l’Alimentation et l’Environnement</orgName>
          <orgName type="acronym">INRAE</orgName>
          <date type="start">2020-01-01</date>
          <desc>
            <address>
              <country key="FR"/>
            </address>
          </desc>
        </org>
      </listOrg>
    </back>
  </text>
</TEI>