Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts

We analyze the time dependency of decadal hindcast skill in the North Atlantic subpolar gyre within the time period 1961–2013. We compare anomaly correlation coefficients and temporal interquartile ranges of total upper ocean heat content and sea surface temperature for three differently initialized...

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Main Authors: Brune, Sebastian, Düsterhus, André, Pohlmann, Holger, Müller, Wolfgang A., Baehr, Johanna
Format: Article in Journal/Newspaper
Language:English
Published: Springer Verlag 2018
Subjects:
Online Access:https://mural.maynoothuniversity.ie/13172/
https://mural.maynoothuniversity.ie/13172/1/AD_geography_time%20dependency.pdf
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spelling ftunivmaynooth:oai:mural.maynoothuniversity.ie:13172 2023-05-15T17:32:03+02:00 Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts Brune, Sebastian Düsterhus, André Pohlmann, Holger Müller, Wolfgang A. Baehr, Johanna 2018 text https://mural.maynoothuniversity.ie/13172/ https://mural.maynoothuniversity.ie/13172/1/AD_geography_time%20dependency.pdf en eng Springer Verlag https://mural.maynoothuniversity.ie/13172/1/AD_geography_time%20dependency.pdf Brune, Sebastian and Düsterhus, André and Pohlmann, Holger and Müller, Wolfgang A. and Baehr, Johanna (2018) Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts. Climate Dynamics, 51. pp. 1947-1970. ISSN 1432-0894 Article PeerReviewed 2018 ftunivmaynooth 2022-06-13T18:47:45Z We analyze the time dependency of decadal hindcast skill in the North Atlantic subpolar gyre within the time period 1961–2013. We compare anomaly correlation coefficients and temporal interquartile ranges of total upper ocean heat content and sea surface temperature for three differently initialized sets of hindcast simulations with the global coupled model MPI-ESM. All initializations use weakly coupled assimilation with the same full value nudging in the atmospheric component and different assimilation techniques for oceanic temperature and salinity: (1) ensemble Kalman filter assimilating EN4 observations and HadISST data, (2) nudging of anomalies to ORAS4 reanalysis, (3) nudging of full values to ORAS4 reanalysis. We find that hindcast skill depends strongly on the evaluation time period, with higher hindcast skill during strong multiyear trends, especially during the warming in the 1990s and lower hindcast skill in the absence of such trends. Differences between the prediction systems are more pronounced when investigating any 20-year subperiod within the entire hindcast period. In the ensemble Kalman filter initialized hindcasts, we find significant correlation skill for up to 5–8 lead years, albeit along with an overestimation of the temporal interquartile range. In the hindcasts initialized by anomaly nudging, significant correlation skill for lead years greater than two is only found in the 1980s and 1990s. In the hindcasts initialized by full value nudging, correlation skill is consistently lower than in the hindcasts initialized by anomaly nudging in the first lead years with re-emerging skill thereafter. The Atlantic meridional overturning circulation reacts on the density changes introduced by oceanic nudging, this limits the predictability in the subpolar gyre in the first lead years. Overall, we find that a model-consistent assimilation technique can improve hindcast skill. Further, the evaluation of 20 year subperiods within the full hindcast period provides essential insights to judge the ... Article in Journal/Newspaper North Atlantic Maynooth University ePrints and eTheses Archive (National University of Ireland)
institution Open Polar
collection Maynooth University ePrints and eTheses Archive (National University of Ireland)
op_collection_id ftunivmaynooth
language English
description We analyze the time dependency of decadal hindcast skill in the North Atlantic subpolar gyre within the time period 1961–2013. We compare anomaly correlation coefficients and temporal interquartile ranges of total upper ocean heat content and sea surface temperature for three differently initialized sets of hindcast simulations with the global coupled model MPI-ESM. All initializations use weakly coupled assimilation with the same full value nudging in the atmospheric component and different assimilation techniques for oceanic temperature and salinity: (1) ensemble Kalman filter assimilating EN4 observations and HadISST data, (2) nudging of anomalies to ORAS4 reanalysis, (3) nudging of full values to ORAS4 reanalysis. We find that hindcast skill depends strongly on the evaluation time period, with higher hindcast skill during strong multiyear trends, especially during the warming in the 1990s and lower hindcast skill in the absence of such trends. Differences between the prediction systems are more pronounced when investigating any 20-year subperiod within the entire hindcast period. In the ensemble Kalman filter initialized hindcasts, we find significant correlation skill for up to 5–8 lead years, albeit along with an overestimation of the temporal interquartile range. In the hindcasts initialized by anomaly nudging, significant correlation skill for lead years greater than two is only found in the 1980s and 1990s. In the hindcasts initialized by full value nudging, correlation skill is consistently lower than in the hindcasts initialized by anomaly nudging in the first lead years with re-emerging skill thereafter. The Atlantic meridional overturning circulation reacts on the density changes introduced by oceanic nudging, this limits the predictability in the subpolar gyre in the first lead years. Overall, we find that a model-consistent assimilation technique can improve hindcast skill. Further, the evaluation of 20 year subperiods within the full hindcast period provides essential insights to judge the ...
format Article in Journal/Newspaper
author Brune, Sebastian
Düsterhus, André
Pohlmann, Holger
Müller, Wolfgang A.
Baehr, Johanna
spellingShingle Brune, Sebastian
Düsterhus, André
Pohlmann, Holger
Müller, Wolfgang A.
Baehr, Johanna
Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
author_facet Brune, Sebastian
Düsterhus, André
Pohlmann, Holger
Müller, Wolfgang A.
Baehr, Johanna
author_sort Brune, Sebastian
title Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
title_short Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
title_full Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
title_fullStr Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
title_full_unstemmed Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts
title_sort time dependency of the prediction skill for the north atlantic subpolar gyre in initialized decadal hindcasts
publisher Springer Verlag
publishDate 2018
url https://mural.maynoothuniversity.ie/13172/
https://mural.maynoothuniversity.ie/13172/1/AD_geography_time%20dependency.pdf
genre North Atlantic
genre_facet North Atlantic
op_relation https://mural.maynoothuniversity.ie/13172/1/AD_geography_time%20dependency.pdf
Brune, Sebastian and Düsterhus, André and Pohlmann, Holger and Müller, Wolfgang A. and Baehr, Johanna (2018) Time dependency of the prediction skill for the North Atlantic subpolar gyre in initialized decadal hindcasts. Climate Dynamics, 51. pp. 1947-1970. ISSN 1432-0894
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