Effects of climate change on the distribution of Iberian tree species
Question: Will the predicted climate changes affect species distribution in the Iberian Peninsula? Location: Iberian Peninsula (Spain and Portugal). Methods: We modelled current and future tree distributions as a function of climate, using a computational framework that made use of one machine learn...
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Veröffentlicht in: | Applied vegetation science 2008-04, Vol.11 (2), p.169-178 |
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description | Question: Will the predicted climate changes affect species distribution in the Iberian Peninsula? Location: Iberian Peninsula (Spain and Portugal). Methods: We modelled current and future tree distributions as a function of climate, using a computational framework that made use of one machine learning technique, the random forest (RF) algorithm. This algorithm provided good predictions of the current distribution of each species, as shown by the area under the corresponding receiver operating characteristics (ROC) curves. Species turnover, richness and the change in distributions over time to 2080 under four Intergovernmental panel on climate change (IPCC) scenarios were calculated using the species map outputs. Results and Conclusions: The results show a notable reduction in the potential distribution of the studied species under all the IPCC scenarios, particularly so for mountain conifer species such as Pinus sylvestris, P. uncinata and Abies alba. Temperate species, especially Fagus sylvatica and Quercus petraea, were also predicted to suffer a reduction in their range; also submediterranean species, especially Q. pyrenaica, were predicted to undergo notable decline. In contrast, typically Mediterranean species appeared to be generally more capable of migration, and are therefore likely to be less affected. Nomenclature: Amaral Franco (1990), Govaerts & Avishai (2002) for Quercus pubescens. |
doi_str_mv | 10.3170/2008-7-18348 |
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Location: Iberian Peninsula (Spain and Portugal). Methods: We modelled current and future tree distributions as a function of climate, using a computational framework that made use of one machine learning technique, the random forest (RF) algorithm. This algorithm provided good predictions of the current distribution of each species, as shown by the area under the corresponding receiver operating characteristics (ROC) curves. Species turnover, richness and the change in distributions over time to 2080 under four Intergovernmental panel on climate change (IPCC) scenarios were calculated using the species map outputs. Results and Conclusions: The results show a notable reduction in the potential distribution of the studied species under all the IPCC scenarios, particularly so for mountain conifer species such as Pinus sylvestris, P. uncinata and Abies alba. Temperate species, especially Fagus sylvatica and Quercus petraea, were also predicted to suffer a reduction in their range; also submediterranean species, especially Q. pyrenaica, were predicted to undergo notable decline. In contrast, typically Mediterranean species appeared to be generally more capable of migration, and are therefore likely to be less affected. Nomenclature: Amaral Franco (1990), Govaerts & Avishai (2002) for Quercus pubescens.</description><identifier>ISSN: 1402-2001</identifier><identifier>EISSN: 1654-109X</identifier><identifier>DOI: 10.3170/2008-7-18348</identifier><language>eng</language><publisher>Oxford, UK: IAVS; Opulus Press Uppsala</publisher><subject>Abies alba ; air temperature ; Broadleaved evergreen forests ; Climate change ; Climate models ; climatic factors ; Coniferous forests ; Deciduous forests ; Ecological modeling ; Fagus sylvatica ; Forest distributions ; Forest habitats ; forest trees ; geographical distribution ; habitats ; Iberian Peninsula ; International environmental cooperation ; Life Sciences ; Machine learning ; Modeling ; montane forests ; Pinus sylvestris ; plant adaptation ; prediction ; Quercus petraea ; Quercus pubescens ; Random forest ; s ; simulation models ; Species ; species diversity ; Studies ; temporal variation</subject><ispartof>Applied vegetation science, 2008-04, Vol.11 (2), p.169-178</ispartof><rights>2008 IAVS; Opulus Press Uppsala.</rights><rights>Copyright The International Association for Vegetation Science</rights><rights>2008 IAVS ‐ the International Association of Vegetation Science</rights><rights>2008 IAVS - the International Association of Vegetation Science</rights><rights>Attribution - ShareAlike</rights><lds50>peer_reviewed</lds50><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-b5555-f7307498d4641815d9ccb040cf5dff817b7e48267ac8b31bd0eb2747943ff39a3</citedby><cites>FETCH-LOGICAL-b5555-f7307498d4641815d9ccb040cf5dff817b7e48267ac8b31bd0eb2747943ff39a3</cites><orcidid>0000-0002-3436-123X</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktopdf>$$Uhttps://bioone.org/doi/pdf/10.3170/2008-7-18348$$EPDF$$P50$$Gbioone$$H</linktopdf><linktohtml>$$Uhttps://www.jstor.org/stable/25488446$$EHTML$$P50$$Gjstor$$H</linktohtml><link.rule.ids>230,314,780,784,803,885,1416,26977,27923,27924,45573,45574,52362,58016,58249</link.rule.ids><backlink>$$Uhttps://hal.science/hal-01608542$$DView record in HAL$$Hfree_for_read</backlink></links><search><creatorcontrib>Garzón, Marta Benito</creatorcontrib><creatorcontrib>de Dios, Rut Sánchez</creatorcontrib><creatorcontrib>Ollero, Helios Sainz</creatorcontrib><title>Effects of climate change on the distribution of Iberian tree species</title><title>Applied vegetation science</title><description>Question: Will the predicted climate changes affect species distribution in the Iberian Peninsula? Location: Iberian Peninsula (Spain and Portugal). Methods: We modelled current and future tree distributions as a function of climate, using a computational framework that made use of one machine learning technique, the random forest (RF) algorithm. This algorithm provided good predictions of the current distribution of each species, as shown by the area under the corresponding receiver operating characteristics (ROC) curves. Species turnover, richness and the change in distributions over time to 2080 under four Intergovernmental panel on climate change (IPCC) scenarios were calculated using the species map outputs. Results and Conclusions: The results show a notable reduction in the potential distribution of the studied species under all the IPCC scenarios, particularly so for mountain conifer species such as Pinus sylvestris, P. uncinata and Abies alba. Temperate species, especially Fagus sylvatica and Quercus petraea, were also predicted to suffer a reduction in their range; also submediterranean species, especially Q. pyrenaica, were predicted to undergo notable decline. In contrast, typically Mediterranean species appeared to be generally more capable of migration, and are therefore likely to be less affected. Nomenclature: Amaral Franco (1990), Govaerts & Avishai (2002) for Quercus pubescens.</description><subject>Abies alba</subject><subject>air temperature</subject><subject>Broadleaved evergreen forests</subject><subject>Climate change</subject><subject>Climate models</subject><subject>climatic factors</subject><subject>Coniferous forests</subject><subject>Deciduous forests</subject><subject>Ecological modeling</subject><subject>Fagus sylvatica</subject><subject>Forest distributions</subject><subject>Forest habitats</subject><subject>forest trees</subject><subject>geographical distribution</subject><subject>habitats</subject><subject>Iberian Peninsula</subject><subject>International environmental cooperation</subject><subject>Life Sciences</subject><subject>Machine learning</subject><subject>Modeling</subject><subject>montane forests</subject><subject>Pinus sylvestris</subject><subject>plant adaptation</subject><subject>prediction</subject><subject>Quercus petraea</subject><subject>Quercus pubescens</subject><subject>Random forest</subject><subject>s</subject><subject>simulation models</subject><subject>Species</subject><subject>species diversity</subject><subject>Studies</subject><subject>temporal variation</subject><issn>1402-2001</issn><issn>1654-109X</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2008</creationdate><recordtype>article</recordtype><recordid>eNp9kUFv1DAQhSMEEqVw44qIhIQEIuCJ7dg-LtHSrbTAoZRysxxn3PWSxoudBfrv8RK0Bw71xaN533hmnoviKZC3FAR5VxMiK1GBpEzeK06g4awCor7dzzEjdZV1eFg8SmmbA6G4OimWS-fQTqkMrrSDvzETlnZjxmssw1hOGyx7n6bou_3kcyJT5x1Gb7IWEcu0Q-sxPS4eODMkfPLvPi0uPyy_tKtq_fnsvF2sq47nUzlBiWBK9qxhIIH3ytqOMGId752TIDqBTNaNMFZ2FLqeYFcLJhSjzlFl6Gnxan53Ywa9i3nceKuD8Xq1WOtDjkBDJGf1T8jsy5ndxfBjj2nSNz5ZHAYzYtgnDYoyYEpl8MV_4Dbs45j30AAclBAATabezJSNIaWI7tgfiD64rw_ua6H_up9xmPFffsDbO1m9-HrR1sBzzbO5ZpumEI81NWdSMnYYoZr1_CP4-6ib-F03ggqurz6d6ZZdwceWr_T7zD-feWeCNtfRJ315UROgubloOBGZeD0TnQ9hxLtX-gNqg7Fx</recordid><startdate>200804</startdate><enddate>200804</enddate><creator>Garzón, Marta Benito</creator><creator>de Dios, Rut Sánchez</creator><creator>Ollero, Helios Sainz</creator><general>IAVS; Opulus Press Uppsala</general><general>Blackwell Publishing Ltd</general><general>Opulus Press</general><general>Wiley Subscription Services, Inc</general><general>Wiley</general><scope>FBQ</scope><scope>BSCLL</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7SN</scope><scope>C1K</scope><scope>1XC</scope><orcidid>https://orcid.org/0000-0002-3436-123X</orcidid></search><sort><creationdate>200804</creationdate><title>Effects of climate change on the distribution of Iberian tree species</title><author>Garzón, Marta Benito ; de Dios, Rut Sánchez ; Ollero, Helios Sainz</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-b5555-f7307498d4641815d9ccb040cf5dff817b7e48267ac8b31bd0eb2747943ff39a3</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2008</creationdate><topic>Abies alba</topic><topic>air temperature</topic><topic>Broadleaved evergreen forests</topic><topic>Climate change</topic><topic>Climate models</topic><topic>climatic factors</topic><topic>Coniferous forests</topic><topic>Deciduous forests</topic><topic>Ecological modeling</topic><topic>Fagus sylvatica</topic><topic>Forest distributions</topic><topic>Forest habitats</topic><topic>forest trees</topic><topic>geographical distribution</topic><topic>habitats</topic><topic>Iberian Peninsula</topic><topic>International environmental cooperation</topic><topic>Life Sciences</topic><topic>Machine learning</topic><topic>Modeling</topic><topic>montane forests</topic><topic>Pinus sylvestris</topic><topic>plant adaptation</topic><topic>prediction</topic><topic>Quercus petraea</topic><topic>Quercus pubescens</topic><topic>Random forest</topic><topic>s</topic><topic>simulation models</topic><topic>Species</topic><topic>species diversity</topic><topic>Studies</topic><topic>temporal variation</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Garzón, Marta Benito</creatorcontrib><creatorcontrib>de Dios, Rut Sánchez</creatorcontrib><creatorcontrib>Ollero, Helios Sainz</creatorcontrib><collection>AGRIS</collection><collection>Istex</collection><collection>CrossRef</collection><collection>Ecology Abstracts</collection><collection>Environmental Sciences and Pollution Management</collection><collection>Hyper Article en Ligne (HAL)</collection><jtitle>Applied vegetation science</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Garzón, Marta Benito</au><au>de Dios, Rut Sánchez</au><au>Ollero, Helios Sainz</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Effects of climate change on the distribution of Iberian tree species</atitle><jtitle>Applied vegetation science</jtitle><date>2008-04</date><risdate>2008</risdate><volume>11</volume><issue>2</issue><spage>169</spage><epage>178</epage><pages>169-178</pages><issn>1402-2001</issn><eissn>1654-109X</eissn><abstract>Question: Will the predicted climate changes affect species distribution in the Iberian Peninsula? Location: Iberian Peninsula (Spain and Portugal). Methods: We modelled current and future tree distributions as a function of climate, using a computational framework that made use of one machine learning technique, the random forest (RF) algorithm. This algorithm provided good predictions of the current distribution of each species, as shown by the area under the corresponding receiver operating characteristics (ROC) curves. Species turnover, richness and the change in distributions over time to 2080 under four Intergovernmental panel on climate change (IPCC) scenarios were calculated using the species map outputs. Results and Conclusions: The results show a notable reduction in the potential distribution of the studied species under all the IPCC scenarios, particularly so for mountain conifer species such as Pinus sylvestris, P. uncinata and Abies alba. Temperate species, especially Fagus sylvatica and Quercus petraea, were also predicted to suffer a reduction in their range; also submediterranean species, especially Q. pyrenaica, were predicted to undergo notable decline. In contrast, typically Mediterranean species appeared to be generally more capable of migration, and are therefore likely to be less affected. Nomenclature: Amaral Franco (1990), Govaerts & Avishai (2002) for Quercus pubescens.</abstract><cop>Oxford, UK</cop><pub>IAVS; Opulus Press Uppsala</pub><doi>10.3170/2008-7-18348</doi><tpages>10</tpages><orcidid>https://orcid.org/0000-0002-3436-123X</orcidid></addata></record> |
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subjects | Abies alba air temperature Broadleaved evergreen forests Climate change Climate models climatic factors Coniferous forests Deciduous forests Ecological modeling Fagus sylvatica Forest distributions Forest habitats forest trees geographical distribution habitats Iberian Peninsula International environmental cooperation Life Sciences Machine learning Modeling montane forests Pinus sylvestris plant adaptation prediction Quercus petraea Quercus pubescens Random forest s simulation models Species species diversity Studies temporal variation |
title | Effects of climate change on the distribution of Iberian tree species |
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