Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems

Operational systems operated by Mercator Ocean provide daily ocean forecasts, and combining these forecasts we can produce ensemble forecast and uncertainty estimates. This study focuses on the mixed-layer depth in the Northeast Atlantic near the Porcupine Abyssal Plain for May 2013. This period is...

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Published in:Ocean Science
Main Authors: Drillet, Y., Lellouche, J. M., Levier, B., Drévillon, M., Galloudec, O., Reffray, G., Regnier, C., Greiner, E., Clavier, M.
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/os-10-1013-2014
https://os.copernicus.org/articles/10/1013/2014/
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spelling ftcopernicus:oai:publications.copernicus.org:os25243 2023-05-15T17:41:13+02:00 Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems Drillet, Y. Lellouche, J. M. Levier, B. Drévillon, M. Galloudec, O. Reffray, G. Regnier, C. Greiner, E. Clavier, M. 2018-01-15 application/pdf https://doi.org/10.5194/os-10-1013-2014 https://os.copernicus.org/articles/10/1013/2014/ eng eng doi:10.5194/os-10-1013-2014 https://os.copernicus.org/articles/10/1013/2014/ eISSN: 1812-0792 Text 2018 ftcopernicus https://doi.org/10.5194/os-10-1013-2014 2020-07-20T16:24:50Z Operational systems operated by Mercator Ocean provide daily ocean forecasts, and combining these forecasts we can produce ensemble forecast and uncertainty estimates. This study focuses on the mixed-layer depth in the Northeast Atlantic near the Porcupine Abyssal Plain for May 2013. This period is of interest for several reasons: (1) four Mercator Ocean operational systems provide daily forecasts at a horizontal resolution of 1/4, 1/12 and 1/36° with different physics; (2) glider deployment under the OSMOSIS project provides observation of the changes in mixed-layer depth; (3) the ocean stratifies in May, but mixing events induced by gale force wind are observed and forecast by the systems. Statistical scores and forecast error quantification for each system and for the combined products are presented. Skill scores indicate that forecasts are consistently better than persistence, and temporal correlations between forecast and observations are greater than 0.8 even for the 4-day forecast. The impact of atmospheric forecast error, and for the wind field in particular (miss or time delay of a wind burst forecast), is also quantified in terms of occurrence and intensity of mixing or stratification events. Text Northeast Atlantic Copernicus Publications: E-Journals Ocean Science 10 6 1013 1029
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Operational systems operated by Mercator Ocean provide daily ocean forecasts, and combining these forecasts we can produce ensemble forecast and uncertainty estimates. This study focuses on the mixed-layer depth in the Northeast Atlantic near the Porcupine Abyssal Plain for May 2013. This period is of interest for several reasons: (1) four Mercator Ocean operational systems provide daily forecasts at a horizontal resolution of 1/4, 1/12 and 1/36° with different physics; (2) glider deployment under the OSMOSIS project provides observation of the changes in mixed-layer depth; (3) the ocean stratifies in May, but mixing events induced by gale force wind are observed and forecast by the systems. Statistical scores and forecast error quantification for each system and for the combined products are presented. Skill scores indicate that forecasts are consistently better than persistence, and temporal correlations between forecast and observations are greater than 0.8 even for the 4-day forecast. The impact of atmospheric forecast error, and for the wind field in particular (miss or time delay of a wind burst forecast), is also quantified in terms of occurrence and intensity of mixing or stratification events.
format Text
author Drillet, Y.
Lellouche, J. M.
Levier, B.
Drévillon, M.
Galloudec, O.
Reffray, G.
Regnier, C.
Greiner, E.
Clavier, M.
spellingShingle Drillet, Y.
Lellouche, J. M.
Levier, B.
Drévillon, M.
Galloudec, O.
Reffray, G.
Regnier, C.
Greiner, E.
Clavier, M.
Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
author_facet Drillet, Y.
Lellouche, J. M.
Levier, B.
Drévillon, M.
Galloudec, O.
Reffray, G.
Regnier, C.
Greiner, E.
Clavier, M.
author_sort Drillet, Y.
title Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
title_short Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
title_full Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
title_fullStr Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
title_full_unstemmed Forecasting the mixed-layer depth in the Northeast Atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
title_sort forecasting the mixed-layer depth in the northeast atlantic: an ensemble approach, with uncertainties based on data from operational ocean forecasting systems
publishDate 2018
url https://doi.org/10.5194/os-10-1013-2014
https://os.copernicus.org/articles/10/1013/2014/
genre Northeast Atlantic
genre_facet Northeast Atlantic
op_source eISSN: 1812-0792
op_relation doi:10.5194/os-10-1013-2014
https://os.copernicus.org/articles/10/1013/2014/
op_doi https://doi.org/10.5194/os-10-1013-2014
container_title Ocean Science
container_volume 10
container_issue 6
container_start_page 1013
op_container_end_page 1029
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