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An ArcGIS Tool for Modeling the Climate Envelope with Feed-Forward ANN
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This paper is about the development and the application of an ESRI ArcGIS tool which implements multi-layer, feed-forward artificial neural network (ANN) to study the climate envelope of species. The supervised learning is achieved by backpropagation algorithm. Based on the distribution and the grids of the climate (and edaphic data) of the reference and future periods the tool predicts the future potential distribution of the studied species. The trained network can be saved and loaded. A modeling result based on the distribution of European larch (Larix decidua Mill.) is presented as a case study.
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Kert- és Szabadtértervezési Tanszék (BCE / Táj.K); MTA-PE Limnoökológiai Kutatócsoport (PE / MK / KTI / LIT); Programozáselmélet és Szoftvertechnológiai Tanszék (ELTE / IK)
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<div class="JournalArticle Publication short-list"> <div class="authors"> <span class="author-name" mtid="10029831"> <a href="/gui2/?type=authors&mode=browse&sel=10029831" target="_blank">Bede-Fazekas, Ákos</a> </span> <span class="author-type"> </span> ; <span class="author-name" mtid="10018037"> <a href="/gui2/?type=authors&mode=browse&sel=10018037" target="_blank">Horváth, Levente</a> </span> <span class="author-type"> </span> ; <span class="author-name" mtid="10022033"> <a href="/gui2/?type=authors&mode=browse&sel=10022033" target="_blank">J. Trájer, Attila</a> </span> <span class="author-type"> </span> ; <span class="author-name" mtid="10008552"> <a href="/gui2/?type=authors&mode=browse&sel=10008552" target="_blank">Gregorics, Tibor</a> </span> <span class="author-type"> </span> </div ><div class="title"><a href="/gui2/?mode=browse¶ms=publication;2876693" mtid="2876693" target="_blank">An ArcGIS Tool for Modeling the Climate Envelope with Feed-Forward ANN</a></div> <div class="pub-info"> <span class="journal-title">APPLIED ARTIFICIAL INTELLIGENCE</span> <span class="journal-volume">29</span> : <span class="journal-issue">3</span> <span class="page"> pp. 233-242. , 10 p. </span> <span class="year">(2015)</span> </div> <div class="pub-end"><div class="identifier-list"> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1080/08839514.2015.1004612" target="_blank" href="https://doi.org/10.1080/08839514.2015.1004612"> DOI </a> </span> <span class="id identifier oa_GREEN" title=" Green "> <a style="color:black" title="1887" target="_blank" href="http://unipub.lib.uni-corvinus.hu/1887"> CorvinusKutatasok </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="000352306300002" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000352306300002"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="84926643515" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84926643515"> Scopus </a> </span> <span class="id identifier oa_GREEN" title=" Green "> <a style="color:black" title="https://www.researchgate.net/publication/274635405_An_ArcGIS_Tool_for_Modeling_the_Climate_Envelope_with_Feed-Forward_ANN" target="_blank" href="https://www.researchgate.net/publication/274635405_An_ArcGIS_Tool_for_Modeling_the_Climate_Envelope_with_Feed-Forward_ANN"> Teljes dokumentum </a> </span> </span> </div> <div class="short-pub-prop-list"> <span class="short-pub-mtid"> Közlemény:2876693 </span> <span class="status-holder"><span class="status-data status-ADMIN_APPROVED"> Admin láttamozott </span></span> <span class="pub-core">Forrás Idéző </span> <span class="pub-type">Folyóiratcikk (Szakcikk ) </span> <!-- && !record.category.scientific --> <span class="pub-category">Tudományos</span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 7</span> | Független: 3 | Függő: 4 | Nem jelölt: 0 | WoS jelölt: 4 | Scopus jelölt: 4 | WoS/Scopus jelölt: 4 | DOI jelölt: 5 </div> </div> </div> </div><div class="JournalArticle Publication long-list"> <div class="authors"> <img title="Forrásközlemény" style="float: left" src="/frontend/resources/grid/publication-core-icon.png"> <img title="Idézőközlemény" style="float: left" src="/frontend/resources/grid/publication-citation-icon.png"> <div class="autype autype0"> <span class="author-name" mtid="10029831"><a href="/gui2/?type=authors&mode=browse&sel=10029831" target="_blank">Bede-Fazekas Ákos (<span class="authorship-author-name">Bede-Fazekas Ákos</span> <span class="authorAux-mtmt"> ökológiai modellezés</span>) </a> </span> <span class="author-affil"><span title="Budapesti Corvinus Egyetem">BCE</span>/<span title="Tájépítészeti Kar">Táj.K</span>/Kert- és Szabadtértervezési Tanszék</span> ; <span class="author-name" mtid="10018037"><a href="/gui2/?type=authors&mode=browse&sel=10018037" target="_blank">Horváth Levente (<span class="authorship-author-name">Horváth Levente</span> <span class="authorAux-mtmt"> Matematika, biometria, informatika, fenntarthat...</span>) </a> </span> ; <span class="author-name" mtid="10022033"><a href="/gui2/?type=authors&mode=browse&sel=10022033" target="_blank">J. Trájer Attila (<span class="authorship-author-name">Trájer Attila János</span> <span class="authorAux-mtmt"> alkalmazott klimatológia, vektor ökológia, vekt...</span>) </a> </span> <span class="author-affil"><span title="Pannon Egyetem">PE</span>/<span title="Mérnöki Kar">MK</span>/<span title="Környezettudományi Intézet">KTI</span>/<span title="Limnológia Intézeti Tanszék">LIT</span>/MTA-PE Limnoökológiai Kutatócsoport</span> ; <span class="author-name" mtid="10008552"><a href="/gui2/?type=authors&mode=browse&sel=10008552" target="_blank">Gregorics Tibor (<span class="authorship-author-name">Gregorics Tibor</span> <span class="authorAux-mtmt"> Informatika</span>) </a> </span> <span class="author-affil"><span title="Eötvös Loránd Tudományegyetem">ELTE</span>/<span title="Informatikai Kar">IK</span>/Programozáselmélet és Szoftvertechnológiai Tanszék</span> </div> </div> <div class="title"><a href="/gui2/?mode=browse¶ms=publication;2876693" target="_blank">An ArcGIS Tool for Modeling the Climate Envelope with Feed-Forward ANN</a></div> <div> <span class="journal-title">APPLIED ARTIFICIAL INTELLIGENCE</span> <span class="journal-issn">(<a target="_blank" href="https://portal.issn.org/resource/ISSN/0883-9514">0883-9514</a> <a target="_blank" href="https://portal.issn.org/resource/ISSN/1087-6545">1087-6545</a>)</span>: <span class="journal-volume">29</span> <span class="journal-issue">3</span> <span class="page"> pp 233-242 </span> <span class="year">(2015)</span> </div> <div class="pub-footer"> <span class="language" xmlns="http://www.w3.org/1999/html">Nyelv: Angol | </span> <span class="identifiers"> <span class="id identifier oa_none" title="none"> <a style="color:black" title="10.1080/08839514.2015.1004612" target="_blank" href="https://doi.org/10.1080/08839514.2015.1004612"> DOI </a> </span> <span class="id identifier oa_GREEN" title=" Green "> <a style="color:black" title="1887" target="_blank" href="http://unipub.lib.uni-corvinus.hu/1887"> CorvinusKutatasok </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:blue" title="000352306300002" target="_blank" href="https://www.webofscience.com/wos/woscc/full-record/000352306300002"> WoS </a> </span> <span class="id identifier oa_none" title="none"> <a style="color:black" title="84926643515" target="_blank" href="http://www.scopus.com/record/display.url?origin=inward&eid=2-s2.0-84926643515"> Scopus </a> </span> <span class="id identifier oa_GREEN" title=" Green "> <a style="color:black" title="https://www.researchgate.net/publication/274635405_An_ArcGIS_Tool_for_Modeling_the_Climate_Envelope_with_Feed-Forward_ANN" target="_blank" href="https://www.researchgate.net/publication/274635405_An_ArcGIS_Tool_for_Modeling_the_Climate_Envelope_with_Feed-Forward_ANN"> Teljes dokumentum </a> </span> </span> <div class="publication-citation" style="margin-left: 0.5cm;"> <span title="Nyilvános idézőközlemények összesen, említések nélkül" class="citingPub-count">Nyilvános idéző összesen: 7</span> | Független: 3 | Függő: 4 | Nem jelölt: 0 | WoS jelölt: 4 | Scopus jelölt: 4 | WoS/Scopus jelölt: 4 | DOI jelölt: 5 </div> <div class="publication-citation"> <a target="_blank" href="/api/publication?cond=citations.related;eq;2876693&sort=publishedYear,desc&sort=title"> Idézett közlemények száma: 2 </a> </div> <div class="mtid"><span class="long-pub-mtid">Közlemény: 2876693</span> | <span class="status-data status-ADMIN_APPROVED"> Admin láttamozott </span> <span class="oldId">Régi azonosító: 2876693</span> | Forrás Idéző | <span class="type-subtype">Folyóiratcikk ( Szakcikk ) </span> | <span class="pub-category">Tudományos</span> | <span class="publication-sourceOfData">kézi felvitel</span> </div> <div class="lastModified">Utolsó módosítás: 2023.09.19. 18:03 MTMT API (MTMT API user, admin) </div> </div></div>