Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models

Generations of climate models exhibit biases in their representation of North Atlantic storm tracks, which tend to be too far near the equator and too zonal. Additionally, models have difficulties simulating explosive cyclone growth. These biases are one of the reasons for the uncertainties in proje...

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Main Authors: Schemm, Sebastian, id_orcid:0 000-0002-1601-5683
Format: Article in Journal/Newspaper
Language:English
Published: Wiley-Blackwell 2023
Subjects:
Online Access:https://hdl.handle.net/20.500.11850/596915
https://doi.org/10.3929/ethz-b-000596915
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spelling ftethz:oai:www.research-collection.ethz.ch:20.500.11850/596915 2023-10-09T21:54:06+02:00 Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models Schemm, Sebastian id_orcid:0 000-0002-1601-5683 2023-02 application/application/pdf https://hdl.handle.net/20.500.11850/596915 https://doi.org/10.3929/ethz-b-000596915 en eng Wiley-Blackwell info:eu-repo/semantics/altIdentifier/doi/10.1029/2022ms003482 info:eu-repo/semantics/altIdentifier/wos/001061150800001 info:eu-repo/grantAgreement/EC/H2020/848698 http://hdl.handle.net/20.500.11850/596915 doi:10.3929/ethz-b-000596915 info:eu-repo/semantics/openAccess http://creativecommons.org/licenses/by-nc/4.0/ Creative Commons Attribution-NonCommercial 4.0 International Journal of Advances in Modeling Earth Systems, 15 (2) info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion 2023 ftethz https://doi.org/20.500.11850/59691510.3929/ethz-b-00059691510.1029/2022ms003482 2023-09-24T23:50:01Z Generations of climate models exhibit biases in their representation of North Atlantic storm tracks, which tend to be too far near the equator and too zonal. Additionally, models have difficulties simulating explosive cyclone growth. These biases are one of the reasons for the uncertainties in projections of future climate over Europe, and the underlying causes have yet to be determined. All three biases are shown to be related, and diabatic processes are pointed to as a likely cause. To demonstrate this, two hemispherically symmetric storm tracks forming downstream of an idealized sea surface temperature (SST) front on an aquaplanet are examined using the seamless weather and climate prediction model ICOsahedral Non-hydrostatic and its grid refinement capabilities. The analyzed perpetual boreal winter has a global grid spacing of 20 km, two bi-directionally interacting grid nests over the Northern Hemisphere that refine the grid to 10-km spacing over much of the stormtrack and further to 5-km spacing near the SST front. In contrast, no grid refinement is performed for the Southern Hemisphere. Feature-based cyclone tracking shows that the poleward propagation in the NH is enhanced, so the high-resolution storm track is less equatorward and less zonal; explosive deepening rates are more frequent and precipitation rates are amplified. The implication is that resolving diabatic processes on the storm scale improves all three intersecting biases in the representation of storm tracks. While new challenges arise at cloud resolving scales, much improvement for the representation of storm tracks will be gained once climate models resolve the meso-γ scale. ISSN:1942-2466 Article in Journal/Newspaper North Atlantic ETH Zürich Research Collection
institution Open Polar
collection ETH Zürich Research Collection
op_collection_id ftethz
language English
description Generations of climate models exhibit biases in their representation of North Atlantic storm tracks, which tend to be too far near the equator and too zonal. Additionally, models have difficulties simulating explosive cyclone growth. These biases are one of the reasons for the uncertainties in projections of future climate over Europe, and the underlying causes have yet to be determined. All three biases are shown to be related, and diabatic processes are pointed to as a likely cause. To demonstrate this, two hemispherically symmetric storm tracks forming downstream of an idealized sea surface temperature (SST) front on an aquaplanet are examined using the seamless weather and climate prediction model ICOsahedral Non-hydrostatic and its grid refinement capabilities. The analyzed perpetual boreal winter has a global grid spacing of 20 km, two bi-directionally interacting grid nests over the Northern Hemisphere that refine the grid to 10-km spacing over much of the stormtrack and further to 5-km spacing near the SST front. In contrast, no grid refinement is performed for the Southern Hemisphere. Feature-based cyclone tracking shows that the poleward propagation in the NH is enhanced, so the high-resolution storm track is less equatorward and less zonal; explosive deepening rates are more frequent and precipitation rates are amplified. The implication is that resolving diabatic processes on the storm scale improves all three intersecting biases in the representation of storm tracks. While new challenges arise at cloud resolving scales, much improvement for the representation of storm tracks will be gained once climate models resolve the meso-γ scale. ISSN:1942-2466
format Article in Journal/Newspaper
author Schemm, Sebastian
id_orcid:0 000-0002-1601-5683
spellingShingle Schemm, Sebastian
id_orcid:0 000-0002-1601-5683
Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
author_facet Schemm, Sebastian
id_orcid:0 000-0002-1601-5683
author_sort Schemm, Sebastian
title Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
title_short Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
title_full Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
title_fullStr Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
title_full_unstemmed Toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
title_sort toward eliminating the decades‐old ”too zonal and too equatorward” storm‐track bias in climate models
publisher Wiley-Blackwell
publishDate 2023
url https://hdl.handle.net/20.500.11850/596915
https://doi.org/10.3929/ethz-b-000596915
genre North Atlantic
genre_facet North Atlantic
op_source Journal of Advances in Modeling Earth Systems, 15 (2)
op_relation info:eu-repo/semantics/altIdentifier/doi/10.1029/2022ms003482
info:eu-repo/semantics/altIdentifier/wos/001061150800001
info:eu-repo/grantAgreement/EC/H2020/848698
http://hdl.handle.net/20.500.11850/596915
doi:10.3929/ethz-b-000596915
op_rights info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by-nc/4.0/
Creative Commons Attribution-NonCommercial 4.0 International
op_doi https://doi.org/20.500.11850/59691510.3929/ethz-b-00059691510.1029/2022ms003482
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