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...
| Autores: | , , , , , |
|---|---|
| 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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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 |
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1869403812911906816 |
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15.300724 |