Bioclimatological mapping tackling uncertainty propagation: application to mainland Portugal

Detalhes bibliográficos
Autor(a) principal: Monteiro-Henriques, T.
Data de Publicação: 2015
Outros Autores: Martins, M.J., Cerdeira, J.O., Silva, P., Arsénio, Pedro, Silva, A., Bellu, A., Costa, José Carlos
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.
id RCAP_9b2d47a5bb4ae2103ac709439ac1fe79
oai_identifier_str oai:www.repository.utl.pt:10400.5/13565
network_acronym_str RCAP
network_name_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
repository_id_str 7160
spelling 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
_version_ 1799131081951150080