Summarising changes in air temperature over Central Europe by quantile regression and clustering

Detalhes bibliográficos
Autor(a) principal: Barbosa, Susana
Data de Publicação: 2011
Outros Autores: Scotto, Manuel, Alonso, Andrés
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10773/6592
Resumo: The analysis of trends in air temperature observations is one of the most common activities in climate change studies. This work examines the changes in daily mean air temperature over Central Europe using quantile regression, which allows the estimation of trends, not only in the mean but in all parts of the data distribution. A bootstrap procedure is applied for assessing uncertainty on the derived slopes and the resulting distributions are summarised via clustering. The results show considerable spatial diversity over the central European region. A distinct behaviour is found for lower (5 %) and upper (95 %) quantiles, with higher trends around 0.15 C decade^{−1} at the 5 % quantile and around 0.20 C decade^{−1} at the 95% quantile, the largest trends (>0.2 C decade^{−1}) occurring in the Alps.
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spelling Summarising changes in air temperature over Central Europe by quantile regression and clusteringThe analysis of trends in air temperature observations is one of the most common activities in climate change studies. This work examines the changes in daily mean air temperature over Central Europe using quantile regression, which allows the estimation of trends, not only in the mean but in all parts of the data distribution. A bootstrap procedure is applied for assessing uncertainty on the derived slopes and the resulting distributions are summarised via clustering. The results show considerable spatial diversity over the central European region. A distinct behaviour is found for lower (5 %) and upper (95 %) quantiles, with higher trends around 0.15 C decade^{−1} at the 5 % quantile and around 0.20 C decade^{−1} at the 95% quantile, the largest trends (>0.2 C decade^{−1}) occurring in the Alps.European Geosciences Union2012-02-17T14:29:17Z2011-01-01T00:00:00Z2011info:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10773/6592eng1561-863310.5194/nhess-11-3227-2011Barbosa, SusanaScotto, ManuelAlonso, Andrésinfo: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:RCAAP2024-02-22T11:05:18Zoai:ria.ua.pt:10773/6592Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T02:42:28.709171Repositório 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 Summarising changes in air temperature over Central Europe by quantile regression and clustering
title Summarising changes in air temperature over Central Europe by quantile regression and clustering
spellingShingle Summarising changes in air temperature over Central Europe by quantile regression and clustering
Barbosa, Susana
title_short Summarising changes in air temperature over Central Europe by quantile regression and clustering
title_full Summarising changes in air temperature over Central Europe by quantile regression and clustering
title_fullStr Summarising changes in air temperature over Central Europe by quantile regression and clustering
title_full_unstemmed Summarising changes in air temperature over Central Europe by quantile regression and clustering
title_sort Summarising changes in air temperature over Central Europe by quantile regression and clustering
author Barbosa, Susana
author_facet Barbosa, Susana
Scotto, Manuel
Alonso, Andrés
author_role author
author2 Scotto, Manuel
Alonso, Andrés
author2_role author
author
dc.contributor.author.fl_str_mv Barbosa, Susana
Scotto, Manuel
Alonso, Andrés
description The analysis of trends in air temperature observations is one of the most common activities in climate change studies. This work examines the changes in daily mean air temperature over Central Europe using quantile regression, which allows the estimation of trends, not only in the mean but in all parts of the data distribution. A bootstrap procedure is applied for assessing uncertainty on the derived slopes and the resulting distributions are summarised via clustering. The results show considerable spatial diversity over the central European region. A distinct behaviour is found for lower (5 %) and upper (95 %) quantiles, with higher trends around 0.15 C decade^{−1} at the 5 % quantile and around 0.20 C decade^{−1} at the 95% quantile, the largest trends (>0.2 C decade^{−1}) occurring in the Alps.
publishDate 2011
dc.date.none.fl_str_mv 2011-01-01T00:00:00Z
2011
2012-02-17T14:29:17Z
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dc.identifier.uri.fl_str_mv http://hdl.handle.net/10773/6592
url http://hdl.handle.net/10773/6592
dc.language.iso.fl_str_mv eng
language eng
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10.5194/nhess-11-3227-2011
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dc.publisher.none.fl_str_mv European Geosciences Union
publisher.none.fl_str_mv European Geosciences Union
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