Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea

The characterization of future wave-storms and their relationship to large-scale climate can provide useful information for environmental or urban planning at coastal areas. A hybrid methodology (process-based and statistical) was used to characterize the extreme wave-climate at the northwestern Bla...

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Published in:Water
Main Authors: Lin Ye, Jue, García León, Manuel, Gracia Garcia, Vicente, Ortego Martínez, María Isabel, Stanica, Adrian, Sánchez-Arcilla Conejo, Agustín
Other Authors: Universitat Politècnica de Catalunya. Departament d'Enginyeria Civil i Ambiental, Universitat Politècnica de Catalunya. LIM/UPC - Laboratori d'Enginyeria Marítima, Universitat Politècnica de Catalunya. COSDA-UPC - COmpositional and Spatial Data Analysis
Format: Article in Journal/Newspaper
Language:English
Published: 2018
Subjects:
Online Access:https://www.researchgate.net/publication/323258509_Multivariate_Hybrid_Modelling_of_Future_Wave-Storms_at_the_Northwestern_Black_Sea
http://hdl.handle.net/2117/114868
https://doi.org/10.3390/w10020221
id ftupcatalunya:oai:upcommons.upc.edu:2117/114868
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spelling ftupcatalunya:oai:upcommons.upc.edu:2117/114868 2023-05-15T17:37:03+02:00 Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea Lin Ye, Jue García León, Manuel Gracia Garcia, Vicente Ortego Martínez, María Isabel Stanica, Adrian Sánchez-Arcilla Conejo, Agustín Universitat Politècnica de Catalunya. Departament d'Enginyeria Civil i Ambiental Universitat Politècnica de Catalunya. LIM/UPC - Laboratori d'Enginyeria Marítima Universitat Politècnica de Catalunya. COSDA-UPC - COmpositional and Spatial Data Analysis 2018-02 28 p. https://www.researchgate.net/publication/323258509_Multivariate_Hybrid_Modelling_of_Future_Wave-Storms_at_the_Northwestern_Black_Sea http://hdl.handle.net/2117/114868 https://doi.org/10.3390/w10020221 eng eng http://www.mdpi.com/2073-4441/10/2/221 info:eu-repo/grantAgreement/CE/H2020/730030-CEASELESS info:eu-repo/grantAgreement/MINECO/1PE/CTM2013-45141-R Attribution 3.0 Spain http://creativecommons.org/licenses/by/3.0/es/ Open Access CC-BY Àrees temàtiques de la UPC::Desenvolupament humà i sostenible::Degradació ambiental::Canvi climàtic Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica marítima i sanitària::Ports i costes Climatic changes--Black Sea Region SWAN storminess climate change climate patterns Black Sea copula generalized additive model Canvis climàtics Article 2018 ftupcatalunya https://doi.org/10.3390/w10020221 2019-09-29T09:20:16Z The characterization of future wave-storms and their relationship to large-scale climate can provide useful information for environmental or urban planning at coastal areas. A hybrid methodology (process-based and statistical) was used to characterize the extreme wave-climate at the northwestern Black Sea. The Simulating WAve Nearshore spectral wave-model was employed to produce wave-climate projections, forced with wind-fields projections for two climate change scenarios: Representative Concentration Pathways (RCPs) 4.5 and 8.5. A non-stationary multivariate statistical model was built, considering significant wave-height and peak-wave-period at the peak of the wave-storm, as well as storm total energy and storm-duration. The climate indices of the North Atlantic Oscillation, East Atlantic Pattern, and Scandinavian Pattern have been used as covariates to link to storminess, wave-storm threshold, and wave-storm components in the statistical model. The results show that, first, under both RCP scenarios, the mean values of significant wave-height and peak-wave-period at the peak of the wave-storm remain fairly constant over the 21st century. Second, the mean value of storm total energy is more markedly increasing in the RCP4.5 scenario than in the RCP8.5 scenario. Third, the mean value of storm-duration is increasing in the RCP4.5 scenario, as opposed to the constant trend in the RCP8.5 scenario. The variance of each wave-storm component increases when the corresponding mean value increases under both RCP scenarios. During the 21st century, the East Atlantic Pattern and changes in its pattern have a special influence on wave-storm conditions. Apart from the individual characteristics of each wave-storm component, wave-storms with both extreme energy and duration can be expected in the 21st century. The dependence between all the wave-storm components is moderate, but grows with time and, in general, the severe emission scenario of RCP8.5 presents less dependence between storm total energy and storm-duration and among wave-storm components. Peer Reviewed Postprint (published version) Article in Journal/Newspaper North Atlantic North Atlantic oscillation Universitat Politècnica de Catalunya (UPC): Theses and Dissertations Online (TDX) Water 10 2 221
institution Open Polar
collection Universitat Politècnica de Catalunya (UPC): Theses and Dissertations Online (TDX)
op_collection_id ftupcatalunya
language English
topic Àrees temàtiques de la UPC::Desenvolupament humà i sostenible::Degradació ambiental::Canvi climàtic
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica
marítima i sanitària::Ports i costes
Climatic changes--Black Sea Region
SWAN
storminess
climate change
climate patterns
Black Sea
copula
generalized additive model
Canvis climàtics
spellingShingle Àrees temàtiques de la UPC::Desenvolupament humà i sostenible::Degradació ambiental::Canvi climàtic
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica
marítima i sanitària::Ports i costes
Climatic changes--Black Sea Region
SWAN
storminess
climate change
climate patterns
Black Sea
copula
generalized additive model
Canvis climàtics
Lin Ye, Jue
García León, Manuel
Gracia Garcia, Vicente
Ortego Martínez, María Isabel
Stanica, Adrian
Sánchez-Arcilla Conejo, Agustín
Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
topic_facet Àrees temàtiques de la UPC::Desenvolupament humà i sostenible::Degradació ambiental::Canvi climàtic
Àrees temàtiques de la UPC::Enginyeria civil::Enginyeria hidràulica
marítima i sanitària::Ports i costes
Climatic changes--Black Sea Region
SWAN
storminess
climate change
climate patterns
Black Sea
copula
generalized additive model
Canvis climàtics
description The characterization of future wave-storms and their relationship to large-scale climate can provide useful information for environmental or urban planning at coastal areas. A hybrid methodology (process-based and statistical) was used to characterize the extreme wave-climate at the northwestern Black Sea. The Simulating WAve Nearshore spectral wave-model was employed to produce wave-climate projections, forced with wind-fields projections for two climate change scenarios: Representative Concentration Pathways (RCPs) 4.5 and 8.5. A non-stationary multivariate statistical model was built, considering significant wave-height and peak-wave-period at the peak of the wave-storm, as well as storm total energy and storm-duration. The climate indices of the North Atlantic Oscillation, East Atlantic Pattern, and Scandinavian Pattern have been used as covariates to link to storminess, wave-storm threshold, and wave-storm components in the statistical model. The results show that, first, under both RCP scenarios, the mean values of significant wave-height and peak-wave-period at the peak of the wave-storm remain fairly constant over the 21st century. Second, the mean value of storm total energy is more markedly increasing in the RCP4.5 scenario than in the RCP8.5 scenario. Third, the mean value of storm-duration is increasing in the RCP4.5 scenario, as opposed to the constant trend in the RCP8.5 scenario. The variance of each wave-storm component increases when the corresponding mean value increases under both RCP scenarios. During the 21st century, the East Atlantic Pattern and changes in its pattern have a special influence on wave-storm conditions. Apart from the individual characteristics of each wave-storm component, wave-storms with both extreme energy and duration can be expected in the 21st century. The dependence between all the wave-storm components is moderate, but grows with time and, in general, the severe emission scenario of RCP8.5 presents less dependence between storm total energy and storm-duration and among wave-storm components. Peer Reviewed Postprint (published version)
author2 Universitat Politècnica de Catalunya. Departament d'Enginyeria Civil i Ambiental
Universitat Politècnica de Catalunya. LIM/UPC - Laboratori d'Enginyeria Marítima
Universitat Politècnica de Catalunya. COSDA-UPC - COmpositional and Spatial Data Analysis
format Article in Journal/Newspaper
author Lin Ye, Jue
García León, Manuel
Gracia Garcia, Vicente
Ortego Martínez, María Isabel
Stanica, Adrian
Sánchez-Arcilla Conejo, Agustín
author_facet Lin Ye, Jue
García León, Manuel
Gracia Garcia, Vicente
Ortego Martínez, María Isabel
Stanica, Adrian
Sánchez-Arcilla Conejo, Agustín
author_sort Lin Ye, Jue
title Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
title_short Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
title_full Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
title_fullStr Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
title_full_unstemmed Multivariate hybrid modelling of future wave-storms at the northwestern Black Sea
title_sort multivariate hybrid modelling of future wave-storms at the northwestern black sea
publishDate 2018
url https://www.researchgate.net/publication/323258509_Multivariate_Hybrid_Modelling_of_Future_Wave-Storms_at_the_Northwestern_Black_Sea
http://hdl.handle.net/2117/114868
https://doi.org/10.3390/w10020221
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation http://www.mdpi.com/2073-4441/10/2/221
info:eu-repo/grantAgreement/CE/H2020/730030-CEASELESS
info:eu-repo/grantAgreement/MINECO/1PE/CTM2013-45141-R
op_rights Attribution 3.0 Spain
http://creativecommons.org/licenses/by/3.0/es/
Open Access
op_rightsnorm CC-BY
op_doi https://doi.org/10.3390/w10020221
container_title Water
container_volume 10
container_issue 2
container_start_page 221
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