Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0

Models from phase 5 of the Coupled Model Intercomparison Project (CMIP5) show substantial biases in the deep ocean that are larger than the level of natural variability and the response to enhanced greenhouse gas concentrations. Here, we analyze the influence of horizontal resolution in a hierarchy...

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Published in:Geoscientific Model Development
Main Authors: Rackow, Thomas, Sein, Dmitry V., Semmler, Tido, Danilov, Sergey, Koldunov, Nikolay V., Sidorenko, Dmitry, Wang, Qiang, Jung, Thomas
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
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Online Access:https://doi.org/10.5194/gmd-12-2635-2019
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00001489 2023-05-15T13:15:51+02:00 Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0 Rackow, Thomas Sein, Dmitry V. Semmler, Tido Danilov, Sergey Koldunov, Nikolay V. Sidorenko, Dmitry Wang, Qiang Jung, Thomas 2019-07 electronic https://doi.org/10.5194/gmd-12-2635-2019 https://noa.gwlb.de/receive/cop_mods_00001489 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001450/gmd-12-2635-2019.pdf https://gmd.copernicus.org/articles/12/2635/2019/gmd-12-2635-2019.pdf eng eng Copernicus Publications Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603 https://doi.org/10.5194/gmd-12-2635-2019 https://noa.gwlb.de/receive/cop_mods_00001489 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001450/gmd-12-2635-2019.pdf https://gmd.copernicus.org/articles/12/2635/2019/gmd-12-2635-2019.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2019 ftnonlinearchiv https://doi.org/10.5194/gmd-12-2635-2019 2022-02-08T23:01:48Z Models from phase 5 of the Coupled Model Intercomparison Project (CMIP5) show substantial biases in the deep ocean that are larger than the level of natural variability and the response to enhanced greenhouse gas concentrations. Here, we analyze the influence of horizontal resolution in a hierarchy of five multi-resolution simulations with the AWI Climate Model (AWI-CM), the climate model used at the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, which employs a sea ice–ocean model component formulated on unstructured meshes. The ocean grid sizes considered range from a nominal resolution of ∼1∘ (CMIP5 type) up to locally eddy resolving. We show that increasing ocean resolution locally to resolve ocean eddies leads to reductions in deep ocean biases, although these improvements are not strictly monotonic for the five different ocean grids. A detailed diagnosis of the simulations allows to identify the origins of the biases. We find that two key regions at the surface are responsible for the development of the deep bias in the Atlantic Ocean: the northeastern North Atlantic and the region adjacent to the Strait of Gibraltar. Furthermore, the Southern Ocean density structure is equally improved with locally explicitly resolved eddies compared to parameterized eddies. Part of the bias reduction can be traced back towards improved surface biases over outcropping regions, which are in contact with deeper ocean layers along isopycnal surfaces. Our prototype simulations provide guidance for the optimal choice of ocean grids for AWI-CM to be used in the final runs for phase 6 of CMIP (CMIP6) and for the related flagship simulations in the High Resolution Model Intercomparison Project (HighResMIP). Quite remarkably, retaining resolution only in areas of high eddy activity along with excellent scalability characteristics of the unstructured-mesh sea ice–ocean model enables us to perform the multi-centennial climate simulations needed in a CMIP context at (locally) eddy-resolving resolution with a throughput of 5–6 simulated years per day. Article in Journal/Newspaper Alfred Wegener Institute North Atlantic Sea ice Southern Ocean Niedersächsisches Online-Archiv NOA Southern Ocean Geoscientific Model Development 12 7 2635 2656
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Rackow, Thomas
Sein, Dmitry V.
Semmler, Tido
Danilov, Sergey
Koldunov, Nikolay V.
Sidorenko, Dmitry
Wang, Qiang
Jung, Thomas
Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
topic_facet article
Verlagsveröffentlichung
description Models from phase 5 of the Coupled Model Intercomparison Project (CMIP5) show substantial biases in the deep ocean that are larger than the level of natural variability and the response to enhanced greenhouse gas concentrations. Here, we analyze the influence of horizontal resolution in a hierarchy of five multi-resolution simulations with the AWI Climate Model (AWI-CM), the climate model used at the Alfred Wegener Institute, Helmholtz Centre for Polar and Marine Research, which employs a sea ice–ocean model component formulated on unstructured meshes. The ocean grid sizes considered range from a nominal resolution of ∼1∘ (CMIP5 type) up to locally eddy resolving. We show that increasing ocean resolution locally to resolve ocean eddies leads to reductions in deep ocean biases, although these improvements are not strictly monotonic for the five different ocean grids. A detailed diagnosis of the simulations allows to identify the origins of the biases. We find that two key regions at the surface are responsible for the development of the deep bias in the Atlantic Ocean: the northeastern North Atlantic and the region adjacent to the Strait of Gibraltar. Furthermore, the Southern Ocean density structure is equally improved with locally explicitly resolved eddies compared to parameterized eddies. Part of the bias reduction can be traced back towards improved surface biases over outcropping regions, which are in contact with deeper ocean layers along isopycnal surfaces. Our prototype simulations provide guidance for the optimal choice of ocean grids for AWI-CM to be used in the final runs for phase 6 of CMIP (CMIP6) and for the related flagship simulations in the High Resolution Model Intercomparison Project (HighResMIP). Quite remarkably, retaining resolution only in areas of high eddy activity along with excellent scalability characteristics of the unstructured-mesh sea ice–ocean model enables us to perform the multi-centennial climate simulations needed in a CMIP context at (locally) eddy-resolving resolution with a throughput of 5–6 simulated years per day.
format Article in Journal/Newspaper
author Rackow, Thomas
Sein, Dmitry V.
Semmler, Tido
Danilov, Sergey
Koldunov, Nikolay V.
Sidorenko, Dmitry
Wang, Qiang
Jung, Thomas
author_facet Rackow, Thomas
Sein, Dmitry V.
Semmler, Tido
Danilov, Sergey
Koldunov, Nikolay V.
Sidorenko, Dmitry
Wang, Qiang
Jung, Thomas
author_sort Rackow, Thomas
title Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
title_short Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
title_full Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
title_fullStr Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
title_full_unstemmed Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0
title_sort sensitivity of deep ocean biases to horizontal resolution in prototype cmip6 simulations with awi-cm1.0
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/gmd-12-2635-2019
https://noa.gwlb.de/receive/cop_mods_00001489
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001450/gmd-12-2635-2019.pdf
https://gmd.copernicus.org/articles/12/2635/2019/gmd-12-2635-2019.pdf
geographic Southern Ocean
geographic_facet Southern Ocean
genre Alfred Wegener Institute
North Atlantic
Sea ice
Southern Ocean
genre_facet Alfred Wegener Institute
North Atlantic
Sea ice
Southern Ocean
op_relation Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603
https://doi.org/10.5194/gmd-12-2635-2019
https://noa.gwlb.de/receive/cop_mods_00001489
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001450/gmd-12-2635-2019.pdf
https://gmd.copernicus.org/articles/12/2635/2019/gmd-12-2635-2019.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
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op_doi https://doi.org/10.5194/gmd-12-2635-2019
container_title Geoscientific Model Development
container_volume 12
container_issue 7
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