Multivariate statistical modelling of future marine storms

Extreme events, such as wave-storms, need to be characterized for coastal infrastructure design purposes. Such description should contain information on both the univariate behaviour and the joint-dependence of storm-variables. These two aspects have been here addressed through generalized Pareto di...

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Autores: Lin Ye, Jue|||0000-0003-4970-1345, García León, Manuel|||0000-0001-6498-1440, Gracia García, Vicente|||0000-0002-4628-426X, Ortego Martínez, María Isabel|||0000-0001-9437-9354, Lionello, Piero|||0000-0002-0779-5681, Sánchez-Arcilla Conejo, Agustín|||0000-0002-3450-6697
Tipo de recurso: artículo
Fecha de publicación:2017
País:España
Institución:Universitat Politècnica de Catalunya (UPC)
Repositorio:UPCommons. Portal del coneixement obert de la UPC
Idioma:inglés
OAI Identifier:oai:upcommons.upc.edu:2117/103920
Acceso en línea:https://hdl.handle.net/2117/103920
https://dx.doi.org/10.1016/j.apor.2017.04.009
Access Level:acceso abierto
Palabra clave:Storms--Forecasting
Storms--Statistical methods
Wave storm
Catalan Coast
Hierarchical Archimedean copula
Generalized Pareto distribution
Non-stationarity
Generalized additive model
Tempestes
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica, marítima i sanitària::Ports i costes
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repository_id_str
spelling Multivariate statistical modelling of future marine stormsLin Ye, Jue|||0000-0003-4970-1345García León, Manuel|||0000-0001-6498-1440Gracia García, Vicente|||0000-0002-4628-426XOrtego Martínez, María Isabel|||0000-0001-9437-9354Lionello, Piero|||0000-0002-0779-5681Sánchez-Arcilla Conejo, Agustín|||0000-0002-3450-6697Storms--ForecastingStorms--Statistical methodsWave stormCatalan CoastHierarchical Archimedean copulaGeneralized Pareto distributionNon-stationarityGeneralized additive modelTempestesÀrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica, marítima i sanitària::Ports i costesExtreme events, such as wave-storms, need to be characterized for coastal infrastructure design purposes. Such description should contain information on both the univariate behaviour and the joint-dependence of storm-variables. These two aspects have been here addressed through generalized Pareto distributions and hierarchical Archimedean copulas. A non-stationary model has been used to highlight the relationship between these extreme events and non-stationary climate. It has been applied to a Representative Concentration Pathway 8.5 Climate-Change scenario, for a fetch-limited environment (Catalan Coast). In the non-stationary model, all considered variables decrease in time, except for storm-duration at the northern part of the Catalan Coast. The joint distribution of storm variables presents cyclical fluctuations, with a stronger influence of climate dynamics than of climate itself.Peer Reviewed20172017-04-0120172017-05-02journal articlehttp://purl.org/coar/resource_type/c_6501AMhttp://purl.org/coar/version/c_ab4af688f83e57aainfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/2117/103920https://dx.doi.org/10.1016/j.apor.2017.04.009reponame:UPCommons. Portal del coneixement obert de la UPCinstname:Universitat Politècnica de Catalunya (UPC)InglésengEuropean Commission http://doi.org/10.13039/100010661 Horizon 2020 Framework Programme 730030 Copernicus Evolution and Aplications with Sentinel Enhancements and Land Effluents for Shores and Seasopen accesshttp://purl.org/coar/access_right/c_abf2Attribution-NonCommercial-NoDerivs 3.0 Spainhttp://creativecommons.org/licenses/by-nc-nd/3.0/es/info:eu-repo/semantics/openAccessoai:upcommons.upc.edu:2117/1039202026-05-27T15:37:01Z
dc.title.none.fl_str_mv Multivariate statistical modelling of future marine storms
title Multivariate statistical modelling of future marine storms
spellingShingle Multivariate statistical modelling of future marine storms
Lin Ye, Jue|||0000-0003-4970-1345
Storms--Forecasting
Storms--Statistical methods
Wave storm
Catalan Coast
Hierarchical Archimedean copula
Generalized Pareto distribution
Non-stationarity
Generalized additive model
Tempestes
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica, marítima i sanitària::Ports i costes
title_short Multivariate statistical modelling of future marine storms
title_full Multivariate statistical modelling of future marine storms
title_fullStr Multivariate statistical modelling of future marine storms
title_full_unstemmed Multivariate statistical modelling of future marine storms
title_sort Multivariate statistical modelling of future marine storms
dc.creator.none.fl_str_mv Lin Ye, Jue|||0000-0003-4970-1345
García León, Manuel|||0000-0001-6498-1440
Gracia García, Vicente|||0000-0002-4628-426X
Ortego Martínez, María Isabel|||0000-0001-9437-9354
Lionello, Piero|||0000-0002-0779-5681
Sánchez-Arcilla Conejo, Agustín|||0000-0002-3450-6697
author Lin Ye, Jue|||0000-0003-4970-1345
author_facet Lin Ye, Jue|||0000-0003-4970-1345
García León, Manuel|||0000-0001-6498-1440
Gracia García, Vicente|||0000-0002-4628-426X
Ortego Martínez, María Isabel|||0000-0001-9437-9354
Lionello, Piero|||0000-0002-0779-5681
Sánchez-Arcilla Conejo, Agustín|||0000-0002-3450-6697
author_role author
author2 García León, Manuel|||0000-0001-6498-1440
Gracia García, Vicente|||0000-0002-4628-426X
Ortego Martínez, María Isabel|||0000-0001-9437-9354
Lionello, Piero|||0000-0002-0779-5681
Sánchez-Arcilla Conejo, Agustín|||0000-0002-3450-6697
author2_role author
author
author
author
author
dc.subject.none.fl_str_mv Storms--Forecasting
Storms--Statistical methods
Wave storm
Catalan Coast
Hierarchical Archimedean copula
Generalized Pareto distribution
Non-stationarity
Generalized additive model
Tempestes
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica, marítima i sanitària::Ports i costes
topic Storms--Forecasting
Storms--Statistical methods
Wave storm
Catalan Coast
Hierarchical Archimedean copula
Generalized Pareto distribution
Non-stationarity
Generalized additive model
Tempestes
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica, marítima i sanitària::Ports i costes
description Extreme events, such as wave-storms, need to be characterized for coastal infrastructure design purposes. Such description should contain information on both the univariate behaviour and the joint-dependence of storm-variables. These two aspects have been here addressed through generalized Pareto distributions and hierarchical Archimedean copulas. A non-stationary model has been used to highlight the relationship between these extreme events and non-stationary climate. It has been applied to a Representative Concentration Pathway 8.5 Climate-Change scenario, for a fetch-limited environment (Catalan Coast). In the non-stationary model, all considered variables decrease in time, except for storm-duration at the northern part of the Catalan Coast. The joint distribution of storm variables presents cyclical fluctuations, with a stronger influence of climate dynamics than of climate itself.
publishDate 2017
dc.date.none.fl_str_mv 2017
2017-04-01
2017
2017-05-02
dc.type.none.fl_str_mv journal article
http://purl.org/coar/resource_type/c_6501
AM
http://purl.org/coar/version/c_ab4af688f83e57aa
dc.type.openaire.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.none.fl_str_mv https://hdl.handle.net/2117/103920
https://dx.doi.org/10.1016/j.apor.2017.04.009
url https://hdl.handle.net/2117/103920
https://dx.doi.org/10.1016/j.apor.2017.04.009
dc.language.none.fl_str_mv Inglés
eng
language_invalid_str_mv Inglés
language eng
dc.relation.none.fl_str_mv European Commission http://doi.org/10.13039/100010661 Horizon 2020 Framework Programme 730030 Copernicus Evolution and Aplications with Sentinel Enhancements and Land Effluents for Shores and Seas
dc.rights.none.fl_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivs 3.0 Spain
http://creativecommons.org/licenses/by-nc-nd/3.0/es/
dc.rights.openaire.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv open access
http://purl.org/coar/access_right/c_abf2
Attribution-NonCommercial-NoDerivs 3.0 Spain
http://creativecommons.org/licenses/by-nc-nd/3.0/es/
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.source.none.fl_str_mv reponame:UPCommons. Portal del coneixement obert de la UPC
instname:Universitat Politècnica de Catalunya (UPC)
instname_str Universitat Politècnica de Catalunya (UPC)
reponame_str UPCommons. Portal del coneixement obert de la UPC
collection UPCommons. Portal del coneixement obert de la UPC
repository.name.fl_str_mv
repository.mail.fl_str_mv
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