Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution

In this study the latest version of the MiKlip decadal hindcast system is analyzed, and the effect of an increased horizontal and vertical resolution on the prediction skill of the extratropical winter circulation is assessed. Four different metrics-the storm track, blocking, cyclone and windstorm f...

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Published in:Earth System Dynamics
Main Authors: Schuster, M., Grieger, J., Richling, A., Schartner, T., Illing, S., Kadow, C., Müller, W., Pohlmann, H., Pfahl, S., Ulbrich, U.
Format: Article in Journal/Newspaper
Language:English
Published: 2019
Subjects:
Online Access:http://hdl.handle.net/21.11116/0000-0005-694B-2
http://hdl.handle.net/21.11116/0000-0005-694F-E
http://hdl.handle.net/21.11116/0000-0005-6950-B
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spelling ftpubman:oai:pure.mpg.de:item_3184340 2023-08-27T04:10:41+02:00 Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution Schuster, M. Grieger, J. Richling, A. Schartner, T. Illing, S. Kadow, C. Müller, W. Pohlmann, H. Pfahl, S. Ulbrich, U. 2019-12-17 application/pdf http://hdl.handle.net/21.11116/0000-0005-694B-2 http://hdl.handle.net/21.11116/0000-0005-694F-E http://hdl.handle.net/21.11116/0000-0005-6950-B eng eng info:eu-repo/semantics/altIdentifier/doi/10.5194/esd-10-901-2019 http://hdl.handle.net/21.11116/0000-0005-694B-2 http://hdl.handle.net/21.11116/0000-0005-694F-E http://hdl.handle.net/21.11116/0000-0005-6950-B info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by/4.0/ Earth System Dynamics info:eu-repo/semantics/article 2019 ftpubman https://doi.org/10.5194/esd-10-901-2019 2023-08-02T00:11:00Z In this study the latest version of the MiKlip decadal hindcast system is analyzed, and the effect of an increased horizontal and vertical resolution on the prediction skill of the extratropical winter circulation is assessed. Four different metrics-the storm track, blocking, cyclone and windstorm frequencies-are analyzed in the North Atlantic and European region. The model bias and the deterministic decadal hindcast skill are evaluated in ensembles of five members in a lower-resolution version (LR, atm: T63L47, ocean: 1.5° L40) and a higher-resolution version (HR, atm: T127L95, ocean: 0.4° L40) of the MiKlip system based on the Max Planck Institute Earth System model (MPI-ESM). The skill is assessed for the lead winters 2-5 in terms of the anomaly correlation of the quantities' winter averages using initializations between 1978 and 2012. The deterministic predictions are considered skillful if the anomaly correlation is positive and statistically significant. While the LR version shows common shortcomings of lower-resolution climate models, e.g., a storm track that is too zonal and southward displaced as well as a negative bias of blocking frequencies over the eastern North Atlantic and Europe, the HR version counteracts these biases. Cyclones, i.e., their frequencies and characteristics like strength and lifetime, are particularly better represented in HR. As a result, a chain of significantly improved decadal prediction skill between all four metrics is found with the increase in the spatial resolution. While the skill of the storm track is significantly improved primarily over the main source region of synoptic activity-the North Atlantic Current-the other extratropical quantities experience a significant improvement primarily downstream thereof, i.e., in regions where the synoptic systems typically intensify. Thus, the skill of the cyclone frequencies is significantly improved over the central North Atlantic and northern Europe, the skill of the blocking frequencies is significantly improved over the ... Article in Journal/Newspaper north atlantic current North Atlantic Max Planck Society: MPG.PuRe Earth System Dynamics 10 4 901 917
institution Open Polar
collection Max Planck Society: MPG.PuRe
op_collection_id ftpubman
language English
description In this study the latest version of the MiKlip decadal hindcast system is analyzed, and the effect of an increased horizontal and vertical resolution on the prediction skill of the extratropical winter circulation is assessed. Four different metrics-the storm track, blocking, cyclone and windstorm frequencies-are analyzed in the North Atlantic and European region. The model bias and the deterministic decadal hindcast skill are evaluated in ensembles of five members in a lower-resolution version (LR, atm: T63L47, ocean: 1.5° L40) and a higher-resolution version (HR, atm: T127L95, ocean: 0.4° L40) of the MiKlip system based on the Max Planck Institute Earth System model (MPI-ESM). The skill is assessed for the lead winters 2-5 in terms of the anomaly correlation of the quantities' winter averages using initializations between 1978 and 2012. The deterministic predictions are considered skillful if the anomaly correlation is positive and statistically significant. While the LR version shows common shortcomings of lower-resolution climate models, e.g., a storm track that is too zonal and southward displaced as well as a negative bias of blocking frequencies over the eastern North Atlantic and Europe, the HR version counteracts these biases. Cyclones, i.e., their frequencies and characteristics like strength and lifetime, are particularly better represented in HR. As a result, a chain of significantly improved decadal prediction skill between all four metrics is found with the increase in the spatial resolution. While the skill of the storm track is significantly improved primarily over the main source region of synoptic activity-the North Atlantic Current-the other extratropical quantities experience a significant improvement primarily downstream thereof, i.e., in regions where the synoptic systems typically intensify. Thus, the skill of the cyclone frequencies is significantly improved over the central North Atlantic and northern Europe, the skill of the blocking frequencies is significantly improved over the ...
format Article in Journal/Newspaper
author Schuster, M.
Grieger, J.
Richling, A.
Schartner, T.
Illing, S.
Kadow, C.
Müller, W.
Pohlmann, H.
Pfahl, S.
Ulbrich, U.
spellingShingle Schuster, M.
Grieger, J.
Richling, A.
Schartner, T.
Illing, S.
Kadow, C.
Müller, W.
Pohlmann, H.
Pfahl, S.
Ulbrich, U.
Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
author_facet Schuster, M.
Grieger, J.
Richling, A.
Schartner, T.
Illing, S.
Kadow, C.
Müller, W.
Pohlmann, H.
Pfahl, S.
Ulbrich, U.
author_sort Schuster, M.
title Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
title_short Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
title_full Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
title_fullStr Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
title_full_unstemmed Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
title_sort improvement in the decadal prediction skill of the north atlantic extratropical winter circulation through increased model resolution
publishDate 2019
url http://hdl.handle.net/21.11116/0000-0005-694B-2
http://hdl.handle.net/21.11116/0000-0005-694F-E
http://hdl.handle.net/21.11116/0000-0005-6950-B
genre north atlantic current
North Atlantic
genre_facet north atlantic current
North Atlantic
op_source Earth System Dynamics
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/esd-10-901-2019
http://hdl.handle.net/21.11116/0000-0005-694B-2
http://hdl.handle.net/21.11116/0000-0005-694F-E
http://hdl.handle.net/21.11116/0000-0005-6950-B
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.5194/esd-10-901-2019
container_title Earth System Dynamics
container_volume 10
container_issue 4
container_start_page 901
op_container_end_page 917
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