Regional rainfall thresholds for landslide occurrence using a centenary database
Autor(a) principal: | |
---|---|
Data de Publicação: | 2018 |
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/10451/33368 |
Resumo: | This work proposes a comprehensive method to assess rainfall thresholds for landslide initiation using a centenary landslide database associated with a single centenary daily rainfall data set. The method is applied to the Lisbon region and includes the rainfall return period analysis that was used to identify the critical rainfall combination (cumulated rainfall duration) related to each landslide event. The spatial representativeness of the reference rain gauge is evaluated and the rainfall thresholds are assessed and calibrated using the receiver operating characteristic (ROC) metrics. Results show that landslide events located up to 10 km from the rain gauge can be used to calculate the rainfall thresholds in the study area; however, these thresholds may be used with acceptable confidence up to 50 km from the rain gauge. The rainfall thresholds obtained using linear and potential regression perform well in ROC metrics. However, the intermediate thresholds based on the probability of landslide events established in the zone between the lower-limit threshold and the upper-limit threshold are much more informative as they indicate the probability of landslide event occurrence given rainfall exceeding the threshold. This information can be easily included in landslide early warning systems, especially when combined with the probability of rainfall above each threshold. |
id |
RCAP_a43e80b7ece08e3d740e6783f70db524 |
---|---|
oai_identifier_str |
oai:repositorio.ul.pt:10451/33368 |
network_acronym_str |
RCAP |
network_name_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository_id_str |
7160 |
spelling |
Regional rainfall thresholds for landslide occurrence using a centenary databaseRegional rainfall thresholdsLandslideThis work proposes a comprehensive method to assess rainfall thresholds for landslide initiation using a centenary landslide database associated with a single centenary daily rainfall data set. The method is applied to the Lisbon region and includes the rainfall return period analysis that was used to identify the critical rainfall combination (cumulated rainfall duration) related to each landslide event. The spatial representativeness of the reference rain gauge is evaluated and the rainfall thresholds are assessed and calibrated using the receiver operating characteristic (ROC) metrics. Results show that landslide events located up to 10 km from the rain gauge can be used to calculate the rainfall thresholds in the study area; however, these thresholds may be used with acceptable confidence up to 50 km from the rain gauge. The rainfall thresholds obtained using linear and potential regression perform well in ROC metrics. However, the intermediate thresholds based on the probability of landslide events established in the zone between the lower-limit threshold and the upper-limit threshold are much more informative as they indicate the probability of landslide event occurrence given rainfall exceeding the threshold. This information can be easily included in landslide early warning systems, especially when combined with the probability of rainfall above each threshold.Copernicus Publications on behalf of the European Geosciences UnionRepositório da Universidade de LisboaVaz, TeresaZêzere, JoséPereira, SusanaOliveira, Sérgio CruzGarcia, Ricardo A. C.Quaresma, Ivânia2018-05-14T14:28:54Z20182018-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10451/33368engVaz, T., Zêzere, J. L., Pereira, S., Oliveira, S. C., Garcia, R. A. C., and Quaresma, I. (2018). Regional rainfall thresholds for landslide occurrence using a centenary database. Nat. Hazards Earth Syst. Sci., 18, 1037-1054, https://doi.org/10.5194/nhess-18-1037-20181561-863310.5194/nhess-18-1037-2018info: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:RCAAP2023-11-08T16:28:10Zoai:repositorio.ul.pt:10451/33368Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T21:48:24.632934Repositório 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 |
Regional rainfall thresholds for landslide occurrence using a centenary database |
title |
Regional rainfall thresholds for landslide occurrence using a centenary database |
spellingShingle |
Regional rainfall thresholds for landslide occurrence using a centenary database Vaz, Teresa Regional rainfall thresholds Landslide |
title_short |
Regional rainfall thresholds for landslide occurrence using a centenary database |
title_full |
Regional rainfall thresholds for landslide occurrence using a centenary database |
title_fullStr |
Regional rainfall thresholds for landslide occurrence using a centenary database |
title_full_unstemmed |
Regional rainfall thresholds for landslide occurrence using a centenary database |
title_sort |
Regional rainfall thresholds for landslide occurrence using a centenary database |
author |
Vaz, Teresa |
author_facet |
Vaz, Teresa Zêzere, José Pereira, Susana Oliveira, Sérgio Cruz Garcia, Ricardo A. C. Quaresma, Ivânia |
author_role |
author |
author2 |
Zêzere, José Pereira, Susana Oliveira, Sérgio Cruz Garcia, Ricardo A. C. Quaresma, Ivânia |
author2_role |
author author author author author |
dc.contributor.none.fl_str_mv |
Repositório da Universidade de Lisboa |
dc.contributor.author.fl_str_mv |
Vaz, Teresa Zêzere, José Pereira, Susana Oliveira, Sérgio Cruz Garcia, Ricardo A. C. Quaresma, Ivânia |
dc.subject.por.fl_str_mv |
Regional rainfall thresholds Landslide |
topic |
Regional rainfall thresholds Landslide |
description |
This work proposes a comprehensive method to assess rainfall thresholds for landslide initiation using a centenary landslide database associated with a single centenary daily rainfall data set. The method is applied to the Lisbon region and includes the rainfall return period analysis that was used to identify the critical rainfall combination (cumulated rainfall duration) related to each landslide event. The spatial representativeness of the reference rain gauge is evaluated and the rainfall thresholds are assessed and calibrated using the receiver operating characteristic (ROC) metrics. Results show that landslide events located up to 10 km from the rain gauge can be used to calculate the rainfall thresholds in the study area; however, these thresholds may be used with acceptable confidence up to 50 km from the rain gauge. The rainfall thresholds obtained using linear and potential regression perform well in ROC metrics. However, the intermediate thresholds based on the probability of landslide events established in the zone between the lower-limit threshold and the upper-limit threshold are much more informative as they indicate the probability of landslide event occurrence given rainfall exceeding the threshold. This information can be easily included in landslide early warning systems, especially when combined with the probability of rainfall above each threshold. |
publishDate |
2018 |
dc.date.none.fl_str_mv |
2018-05-14T14:28:54Z 2018 2018-01-01T00:00:00Z |
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/10451/33368 |
url |
http://hdl.handle.net/10451/33368 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
Vaz, T., Zêzere, J. L., Pereira, S., Oliveira, S. C., Garcia, R. A. C., and Quaresma, I. (2018). Regional rainfall thresholds for landslide occurrence using a centenary database. Nat. Hazards Earth Syst. Sci., 18, 1037-1054, https://doi.org/10.5194/nhess-18-1037-2018 1561-8633 10.5194/nhess-18-1037-2018 |
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 |
Copernicus Publications on behalf of the European Geosciences Union |
publisher.none.fl_str_mv |
Copernicus Publications on behalf of the European Geosciences Union |
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_ |
1799134413439631360 |