Wave Extremes in the North East Atlantic from Ensemble Forecasts

A method for estimating return values from ensembles of forecasts at advanced lead times is presented. Return values of significant wave height in the North-East Atlantic, the Norwegian Sea and the North Sea are computed from archived +240-h forecasts of the ECMWF ensemble prediction system (EPS) fr...

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Main Authors: Breivik, Øyvind, Aarnes, Ole Johan, Bidlot, Jean-Raymond, Carrasco, Ana, Saetra, Øyvind
Format: Text
Language:unknown
Published: arXiv 2013
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Online Access:https://dx.doi.org/10.48550/arxiv.1304.1354
https://arxiv.org/abs/1304.1354
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spelling ftdatacite:10.48550/arxiv.1304.1354 2023-05-15T17:38:21+02:00 Wave Extremes in the North East Atlantic from Ensemble Forecasts Breivik, Øyvind Aarnes, Ole Johan Bidlot, Jean-Raymond Carrasco, Ana Saetra, Øyvind 2013 https://dx.doi.org/10.48550/arxiv.1304.1354 https://arxiv.org/abs/1304.1354 unknown arXiv https://dx.doi.org/10.1175/jcli-d-12-00738.1 arXiv.org perpetual, non-exclusive license http://arxiv.org/licenses/nonexclusive-distrib/1.0/ Atmospheric and Oceanic Physics physics.ao-ph FOS Physical sciences article-journal Article ScholarlyArticle Text 2013 ftdatacite https://doi.org/10.48550/arxiv.1304.1354 https://doi.org/10.1175/jcli-d-12-00738.1 2022-04-01T13:23:02Z A method for estimating return values from ensembles of forecasts at advanced lead times is presented. Return values of significant wave height in the North-East Atlantic, the Norwegian Sea and the North Sea are computed from archived +240-h forecasts of the ECMWF ensemble prediction system (EPS) from 1999 to 2009. We make three assumptions: First, each forecast is representative of a six-hour interval and collectively the data set is then comparable to a time period of 226 years. Second, the model climate matches the observed distribution, which we confirm by comparing with buoy data. Third, the ensemble members are sufficiently uncorrelated to be considered independent realizations of the model climate. We find anomaly correlations of 0.20, but peak events (>P97) are entirely uncorrelated. By comparing return values from individual members with return values of subsamples of the data set we also find that the estimates follow the same distribution and appear unaffected by correlations in the ensemble. The annual mean and variance over the 11-year archived period exhibit no significant departures from stationarity compared with a recent reforecast, i.e., there is no spurious trend due to model upgrades. EPS yields significantly higher return values than ERA-40 and ERA-Interim and is in good agreement with the high-resolution hindcast NORA10, except in the lee of unresolved islands where EPS overestimates and in enclosed seas where it is biased low. Confidence intervals are half the width of those found for ERA-Interim due to the magnitude of the data set. : 27 pp, 10 figures, J Climate (in press) Text North East Atlantic Norwegian Sea DataCite Metadata Store (German National Library of Science and Technology) Norwegian Sea
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic Atmospheric and Oceanic Physics physics.ao-ph
FOS Physical sciences
spellingShingle Atmospheric and Oceanic Physics physics.ao-ph
FOS Physical sciences
Breivik, Øyvind
Aarnes, Ole Johan
Bidlot, Jean-Raymond
Carrasco, Ana
Saetra, Øyvind
Wave Extremes in the North East Atlantic from Ensemble Forecasts
topic_facet Atmospheric and Oceanic Physics physics.ao-ph
FOS Physical sciences
description A method for estimating return values from ensembles of forecasts at advanced lead times is presented. Return values of significant wave height in the North-East Atlantic, the Norwegian Sea and the North Sea are computed from archived +240-h forecasts of the ECMWF ensemble prediction system (EPS) from 1999 to 2009. We make three assumptions: First, each forecast is representative of a six-hour interval and collectively the data set is then comparable to a time period of 226 years. Second, the model climate matches the observed distribution, which we confirm by comparing with buoy data. Third, the ensemble members are sufficiently uncorrelated to be considered independent realizations of the model climate. We find anomaly correlations of 0.20, but peak events (>P97) are entirely uncorrelated. By comparing return values from individual members with return values of subsamples of the data set we also find that the estimates follow the same distribution and appear unaffected by correlations in the ensemble. The annual mean and variance over the 11-year archived period exhibit no significant departures from stationarity compared with a recent reforecast, i.e., there is no spurious trend due to model upgrades. EPS yields significantly higher return values than ERA-40 and ERA-Interim and is in good agreement with the high-resolution hindcast NORA10, except in the lee of unresolved islands where EPS overestimates and in enclosed seas where it is biased low. Confidence intervals are half the width of those found for ERA-Interim due to the magnitude of the data set. : 27 pp, 10 figures, J Climate (in press)
format Text
author Breivik, Øyvind
Aarnes, Ole Johan
Bidlot, Jean-Raymond
Carrasco, Ana
Saetra, Øyvind
author_facet Breivik, Øyvind
Aarnes, Ole Johan
Bidlot, Jean-Raymond
Carrasco, Ana
Saetra, Øyvind
author_sort Breivik, Øyvind
title Wave Extremes in the North East Atlantic from Ensemble Forecasts
title_short Wave Extremes in the North East Atlantic from Ensemble Forecasts
title_full Wave Extremes in the North East Atlantic from Ensemble Forecasts
title_fullStr Wave Extremes in the North East Atlantic from Ensemble Forecasts
title_full_unstemmed Wave Extremes in the North East Atlantic from Ensemble Forecasts
title_sort wave extremes in the north east atlantic from ensemble forecasts
publisher arXiv
publishDate 2013
url https://dx.doi.org/10.48550/arxiv.1304.1354
https://arxiv.org/abs/1304.1354
geographic Norwegian Sea
geographic_facet Norwegian Sea
genre North East Atlantic
Norwegian Sea
genre_facet North East Atlantic
Norwegian Sea
op_relation https://dx.doi.org/10.1175/jcli-d-12-00738.1
op_rights arXiv.org perpetual, non-exclusive license
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
op_doi https://doi.org/10.48550/arxiv.1304.1354
https://doi.org/10.1175/jcli-d-12-00738.1
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