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: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
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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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:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-03-17T16:11:20Zoai:repositorio.ulisboa.pt:10400.5/13565Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-29T04:05:12.977304Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
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
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10400.5/13565
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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:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
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reponame_str Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
collection Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
repository.name.fl_str_mv Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia
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