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...

Full description

Bibliographic Details
Main Authors: Schuster, Mareike, Grieger, Jens, Richling, Andy, Schartner, Thomas, Illing, Sebastian, Kadow, Christopher, Müller, Wolfgang A., Pohlmann, Holger, Pfahl, Stephan, Ulbrich, Uwe
Format: Text
Language:unknown
Published: Freie Universität Berlin 2019
Subjects:
Online Access:https://dx.doi.org/10.17169/refubium-26075
https://refubium.fu-berlin.de/handle/fub188/26316
id ftdatacite:10.17169/refubium-26075
record_format openpolar
spelling ftdatacite:10.17169/refubium-26075 2023-05-15T17:23:03+02:00 Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution Schuster, Mareike Grieger, Jens Richling, Andy Schartner, Thomas Illing, Sebastian Kadow, Christopher Müller, Wolfgang A. Pohlmann, Holger Pfahl, Stephan Ulbrich, Uwe 2019 https://dx.doi.org/10.17169/refubium-26075 https://refubium.fu-berlin.de/handle/fub188/26316 unknown Freie Universität Berlin https://creativecommons.org/licenses/by/4.0 CC-BY North Atlantic extratropical winter circulation decadal prediction 500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie551 Geologie, Hydrologie, Meteorologie Text article-journal Wissenschaftlicher Artikel ScholarlyArticle 2019 ftdatacite https://doi.org/10.17169/refubium-26075 2021-11-05T12:55:41Z 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 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. Text Newfoundland north atlantic current North Atlantic DataCite Metadata Store (German National Library of Science and Technology)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic North Atlantic
extratropical winter circulation
decadal prediction
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie551 Geologie, Hydrologie, Meteorologie
spellingShingle North Atlantic
extratropical winter circulation
decadal prediction
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie551 Geologie, Hydrologie, Meteorologie
Schuster, Mareike
Grieger, Jens
Richling, Andy
Schartner, Thomas
Illing, Sebastian
Kadow, Christopher
Müller, Wolfgang A.
Pohlmann, Holger
Pfahl, Stephan
Ulbrich, Uwe
Improvement in the decadal prediction skill of the North Atlantic extratropical winter circulation through increased model resolution
topic_facet North Atlantic
extratropical winter circulation
decadal prediction
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie551 Geologie, Hydrologie, Meteorologie
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 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.
format Text
author Schuster, Mareike
Grieger, Jens
Richling, Andy
Schartner, Thomas
Illing, Sebastian
Kadow, Christopher
Müller, Wolfgang A.
Pohlmann, Holger
Pfahl, Stephan
Ulbrich, Uwe
author_facet Schuster, Mareike
Grieger, Jens
Richling, Andy
Schartner, Thomas
Illing, Sebastian
Kadow, Christopher
Müller, Wolfgang A.
Pohlmann, Holger
Pfahl, Stephan
Ulbrich, Uwe
author_sort Schuster, Mareike
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 Freie Universität Berlin
publishDate 2019
url https://dx.doi.org/10.17169/refubium-26075
https://refubium.fu-berlin.de/handle/fub188/26316
genre Newfoundland
north atlantic current
North Atlantic
genre_facet Newfoundland
north atlantic current
North Atlantic
op_rights https://creativecommons.org/licenses/by/4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.17169/refubium-26075
_version_ 1766110093090226176