Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height.
The possibility of utilising statistical dependence methods in coastal flood hazard calculations is investigated since flood risk is rarely a function of just one source variable but usually two or more. Source variables in most cases are not independent as they may be driven by the same weather eve...
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COPERNICUS GESELLSCHAFT MBH
2018
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Online Access: | https://publications.jrc.ec.europa.eu/repository/handle/JRC112325 https://www.nat-hazards-earth-syst-sci.net/18/1937/2018/ https://doi.org/10.5194/nhess-18-1937-2018 |
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ftjrc:oai:publications.jrc.ec.europa.eu:JRC112325 2024-09-15T18:26:50+00:00 Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. PETROLIAGKIS Thomas 2018 Online https://publications.jrc.ec.europa.eu/repository/handle/JRC112325 https://www.nat-hazards-earth-syst-sci.net/18/1937/2018/ https://doi.org/10.5194/nhess-18-1937-2018 eng eng COPERNICUS GESELLSCHAFT MBH JRC112325 2018 ftjrc https://doi.org/10.5194/nhess-18-1937-2018 2024-07-22T04:42:15Z The possibility of utilising statistical dependence methods in coastal flood hazard calculations is investigated since flood risk is rarely a function of just one source variable but usually two or more. Source variables in most cases are not independent as they may be driven by the same weather event, so their dependence, which is capable of modulating their joint return period, has to be estimated before the calculation of their joint probability. Dependence and correlation may differ substantially from one another since dependence is focused heavily on tail (extreme) percentiles. The statistical analysis between surge and wave is performed over 32 river ending points along European coasts. Two sets of almost 35-year hindcasts of storm surge and wave height were adopted and results are presented by means of analytical tables and maps referring to both correlation and statistical dependence values. Further, the top 80 compound events were defined for each river ending point. Their frequency of occurrence was found to be distinctly higher during the cold months while their main low-level flow characteristics appear to be mainly in harmony with the transient nature of storms and their tracks. Overall, significantly strong values of positive correlations and dependencies were found over the Irish Sea, English Channel, south coasts of the North Sea, Norwegian Sea and Baltic Sea, with compound events taking place in a zero-lag mode. For the rest, mostly positive moderate dependence values were estimated even if a considerable number of them had correlations of almost zero or even negative value. JRC.E.1 - Disaster Risk Management Other/Unknown Material Norwegian Sea Joint Research Centre, European Commission: JRC Publications Repository Natural Hazards and Earth System Sciences 18 7 1937 1955 |
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Open Polar |
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Joint Research Centre, European Commission: JRC Publications Repository |
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ftjrc |
language |
English |
description |
The possibility of utilising statistical dependence methods in coastal flood hazard calculations is investigated since flood risk is rarely a function of just one source variable but usually two or more. Source variables in most cases are not independent as they may be driven by the same weather event, so their dependence, which is capable of modulating their joint return period, has to be estimated before the calculation of their joint probability. Dependence and correlation may differ substantially from one another since dependence is focused heavily on tail (extreme) percentiles. The statistical analysis between surge and wave is performed over 32 river ending points along European coasts. Two sets of almost 35-year hindcasts of storm surge and wave height were adopted and results are presented by means of analytical tables and maps referring to both correlation and statistical dependence values. Further, the top 80 compound events were defined for each river ending point. Their frequency of occurrence was found to be distinctly higher during the cold months while their main low-level flow characteristics appear to be mainly in harmony with the transient nature of storms and their tracks. Overall, significantly strong values of positive correlations and dependencies were found over the Irish Sea, English Channel, south coasts of the North Sea, Norwegian Sea and Baltic Sea, with compound events taking place in a zero-lag mode. For the rest, mostly positive moderate dependence values were estimated even if a considerable number of them had correlations of almost zero or even negative value. JRC.E.1 - Disaster Risk Management |
author |
PETROLIAGKIS Thomas |
spellingShingle |
PETROLIAGKIS Thomas Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
author_facet |
PETROLIAGKIS Thomas |
author_sort |
PETROLIAGKIS Thomas |
title |
Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
title_short |
Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
title_full |
Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
title_fullStr |
Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
title_full_unstemmed |
Estimations of statistical dependence as joint return period modulator of compound events. Part I: storm surge and wave height. |
title_sort |
estimations of statistical dependence as joint return period modulator of compound events. part i: storm surge and wave height. |
publisher |
COPERNICUS GESELLSCHAFT MBH |
publishDate |
2018 |
url |
https://publications.jrc.ec.europa.eu/repository/handle/JRC112325 https://www.nat-hazards-earth-syst-sci.net/18/1937/2018/ https://doi.org/10.5194/nhess-18-1937-2018 |
genre |
Norwegian Sea |
genre_facet |
Norwegian Sea |
op_relation |
JRC112325 |
op_doi |
https://doi.org/10.5194/nhess-18-1937-2018 |
container_title |
Natural Hazards and Earth System Sciences |
container_volume |
18 |
container_issue |
7 |
container_start_page |
1937 |
op_container_end_page |
1955 |
_version_ |
1810467463619411968 |