Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
<p>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...
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Format: | Article |
Language: | English |
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Copernicus Publications
2019-12-01
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Series: | Earth System Dynamics |
Online Access: | https://www.earth-syst-dynam.net/10/901/2019/esd-10-901-2019.pdf |
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doaj-38c942010017479e855429cda1b60fc6 |
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record_format |
Article |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
M. Schuster J. Grieger A. Richling T. Schartner S. Illing C. Kadow C. Kadow W. A. Müller H. Pohlmann H. Pohlmann S. Pfahl U. Ulbrich |
spellingShingle |
M. Schuster J. Grieger A. Richling T. Schartner S. Illing C. Kadow C. Kadow W. A. Müller H. Pohlmann H. Pohlmann S. Pfahl U. Ulbrich Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution Earth System Dynamics |
author_facet |
M. Schuster J. Grieger A. Richling T. Schartner S. Illing C. Kadow C. Kadow W. A. Müller H. Pohlmann H. Pohlmann S. Pfahl U. Ulbrich |
author_sort |
M. Schuster |
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 |
publisher |
Copernicus Publications |
series |
Earth System Dynamics |
issn |
2190-4979 2190-4987 |
publishDate |
2019-12-01 |
description |
<p>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<span class="inline-formula"><sup>∘</sup></span> L40) and a higher-resolution version (HR, atm: T127L95, ocean: 0.4<span class="inline-formula"><sup>∘</sup></span> 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 Mediterranean, Scandinavia and eastern Europe, and the skill of the windstorms is significantly improved over Newfoundland and central Europe. Not only is the skill improved with the increase in resolution, but the HR system itself also exhibits significant skill over large areas of the North Atlantic and European sector for all four circulation metrics. These results are particularly promising regarding the high socioeconomic impact of European winter windstorms and blocking situations.</p> |
url |
https://www.earth-syst-dynam.net/10/901/2019/esd-10-901-2019.pdf |
work_keys_str_mv |
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doaj-38c942010017479e855429cda1b60fc62020-11-25T02:10:31ZengCopernicus PublicationsEarth System Dynamics2190-49792190-49872019-12-011090191710.5194/esd-10-901-2019Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolutionM. Schuster0J. Grieger1A. Richling2T. Schartner3S. Illing4C. Kadow5C. Kadow6W. A. Müller7H. Pohlmann8H. Pohlmann9S. Pfahl10U. Ulbrich11Freie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyDeutscher Wetterdienst, Technische Infrastruktur, Güterfelder Damm 87–91, 14532 Stahnsdorf, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyDeutsches Klimarechenzentrum, Datenmanagement, Bundesstraße 45a, 20146 Hamburg, GermanyMax-Planck-Institut für Meteorologie, Ozean im Erdsystem, Bundesstraße 53, 20146 Hamburg, GermanyDeutscher Wetterdienst, Klima und Umwelt, Bernhard-Nocht-Straße 76, 20359 Hamburg, GermanyMax-Planck-Institut für Meteorologie, Ozean im Erdsystem, Bundesstraße 53, 20146 Hamburg, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, GermanyFreie Universität Berlin, Institut für Meteorologie, Carl-Heinrich-Becker Weg 6–10, 12165 Berlin, Germany<p>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<span class="inline-formula"><sup>∘</sup></span> L40) and a higher-resolution version (HR, atm: T127L95, ocean: 0.4<span class="inline-formula"><sup>∘</sup></span> 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 Mediterranean, Scandinavia and eastern Europe, and the skill of the windstorms is significantly improved over Newfoundland and central Europe. Not only is the skill improved with the increase in resolution, but the HR system itself also exhibits significant skill over large areas of the North Atlantic and European sector for all four circulation metrics. These results are particularly promising regarding the high socioeconomic impact of European winter windstorms and blocking situations.</p>https://www.earth-syst-dynam.net/10/901/2019/esd-10-901-2019.pdf |