Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal
Autor(a) principal: | |
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Data de Publicação: | 2015 |
Outros Autores: | , , , , , , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10400.5/13565 |
Resumo: | We present a bioclimatological diagnosis of mainland Portugal, namely the thermotype and ombrotype maps following Rivas-Martínez’s worldwide bioclimatic classi$cation system. In order to obtain this diagnosis, we produced maps of bioclimatological indices using, as base data, geostatistical interpolations of air temperature and precipitation.We performed uncertainty propagation obtaining uncertainty measures for the produced maps: mean absolute errors and root mean squared errors. For the non-linear indices, besides the usual approximation using Taylor expansion, we devised error formulae, for which we showed that the propagated uncertainties are upper bounds on the true uncertainty measures. We compared the obtained uncertainty measures to those reported on a previously published work, which used a different methodological framework to obtain the same diagnosis. Although the approach we used here implies a great number of interpolations and subsequent calculation steps, it permitted the use of a large amount of data relative to precipitation. An F-test showed that the estimated mean squared errors for the maps of ombrothermic indices were signi$cantly lower than those produced by the former methodological framework. |
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Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugalbioclimatologybioclimatological mappingerror propagationmean absolute errorroot mean squared errormap algebraPortugalWe present a bioclimatological diagnosis of mainland Portugal, namely the thermotype and ombrotype maps following Rivas-Martínez’s worldwide bioclimatic classi$cation system. In order to obtain this diagnosis, we produced maps of bioclimatological indices using, as base data, geostatistical interpolations of air temperature and precipitation.We performed uncertainty propagation obtaining uncertainty measures for the produced maps: mean absolute errors and root mean squared errors. For the non-linear indices, besides the usual approximation using Taylor expansion, we devised error formulae, for which we showed that the propagated uncertainties are upper bounds on the true uncertainty measures. We compared the obtained uncertainty measures to those reported on a previously published work, which used a different methodological framework to obtain the same diagnosis. Although the approach we used here implies a great number of interpolations and subsequent calculation steps, it permitted the use of a large amount of data relative to precipitation. An F-test showed that the estimated mean squared errors for the maps of ombrothermic indices were signi$cantly lower than those produced by the former methodological framework.Royal Meteorological SocietyRepositório da Universidade de LisboaMonteiro-Henriques, T.Martins, M.J.Cerdeira, J.O.Silva, P.Arsénio, PedroSilva, A.Bellu, A.Costa, José Carlos2017-05-02T12:37:40Z20152015-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/13565eng10.1002/joc.4357info:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2023-03-06T14:43:39Zoai:www.repository.utl.pt:10400.5/13565Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T16:59:32.388887Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
title |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
spellingShingle |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal Monteiro-Henriques, T. bioclimatology bioclimatological mapping error propagation mean absolute error root mean squared error map algebra Portugal |
title_short |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
title_full |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
title_fullStr |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
title_full_unstemmed |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
title_sort |
Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal |
author |
Monteiro-Henriques, T. |
author_facet |
Monteiro-Henriques, T. Martins, M.J. Cerdeira, J.O. Silva, P. Arsénio, Pedro Silva, A. Bellu, A. Costa, José Carlos |
author_role |
author |
author2 |
Martins, M.J. Cerdeira, J.O. Silva, P. Arsénio, Pedro Silva, A. Bellu, A. Costa, José Carlos |
author2_role |
author author author author author author author |
dc.contributor.none.fl_str_mv |
Repositório da Universidade de Lisboa |
dc.contributor.author.fl_str_mv |
Monteiro-Henriques, T. Martins, M.J. Cerdeira, J.O. Silva, P. Arsénio, Pedro Silva, A. Bellu, A. Costa, José Carlos |
dc.subject.por.fl_str_mv |
bioclimatology bioclimatological mapping error propagation mean absolute error root mean squared error map algebra Portugal |
topic |
bioclimatology bioclimatological mapping error propagation mean absolute error root mean squared error map algebra Portugal |
description |
We present a bioclimatological diagnosis of mainland Portugal, namely the thermotype and ombrotype maps following Rivas-Martínez’s worldwide bioclimatic classi$cation system. In order to obtain this diagnosis, we produced maps of bioclimatological indices using, as base data, geostatistical interpolations of air temperature and precipitation.We performed uncertainty propagation obtaining uncertainty measures for the produced maps: mean absolute errors and root mean squared errors. For the non-linear indices, besides the usual approximation using Taylor expansion, we devised error formulae, for which we showed that the propagated uncertainties are upper bounds on the true uncertainty measures. We compared the obtained uncertainty measures to those reported on a previously published work, which used a different methodological framework to obtain the same diagnosis. Although the approach we used here implies a great number of interpolations and subsequent calculation steps, it permitted the use of a large amount of data relative to precipitation. An F-test showed that the estimated mean squared errors for the maps of ombrothermic indices were signi$cantly lower than those produced by the former methodological framework. |
publishDate |
2015 |
dc.date.none.fl_str_mv |
2015 2015-01-01T00:00:00Z 2017-05-02T12:37:40Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10400.5/13565 |
url |
http://hdl.handle.net/10400.5/13565 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
10.1002/joc.4357 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
Royal Meteorological Society |
publisher.none.fl_str_mv |
Royal Meteorological Society |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
|
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1799131081951150080 |