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

Models from phase 5 of the Coupled Model Inter-comparison 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:unknown
Published: Copernicus Publications 2019
Subjects:
Online Access:https://epic.awi.de/id/eprint/49950/
https://epic.awi.de/id/eprint/49950/1/gmd-12-2635-2019-4.pdf
https://doi.org/10.5194/gmd-12-2635-2019
https://hdl.handle.net/10013/epic.60ba31c2-007e-47f9-ad75-644597b95e58
https://hdl.handle.net/
id ftawi:oai:epic.awi.de:49950
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spelling ftawi:oai:epic.awi.de:49950 2023-05-15T17:36:42+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 2019-07-05 application/pdf https://epic.awi.de/id/eprint/49950/ https://epic.awi.de/id/eprint/49950/1/gmd-12-2635-2019-4.pdf https://doi.org/10.5194/gmd-12-2635-2019 https://hdl.handle.net/10013/epic.60ba31c2-007e-47f9-ad75-644597b95e58 https://hdl.handle.net/ unknown Copernicus Publications https://epic.awi.de/id/eprint/49950/1/gmd-12-2635-2019-4.pdf https://hdl.handle.net/ Rackow, T. orcid:0000-0002-5468-575X , Sein, D. V. orcid:0000-0002-1190-3622 , Semmler, T. orcid:0000-0002-2254-4901 , Danilov, S. orcid:0000-0001-8098-182X , Koldunov, N. V. orcid:0000-0002-3365-8146 , Sidorenko, D. orcid:0000-0001-8579-6068 , Wang, Q. orcid:0000-0002-2704-5394 and Jung, T. orcid:0000-0002-2651-1293 (2019) Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0 , Geoscientific Model Development, 12 (7), pp. 2635-2656 . doi:10.5194/gmd-12-2635-2019 <https://doi.org/10.5194/gmd-12-2635-2019> , hdl:10013/epic.60ba31c2-007e-47f9-ad75-644597b95e58 info:eu-repo/semantics/openAccess EPIC3Geoscientific Model Development, Copernicus Publications, 12(7), pp. 2635-2656, ISSN: 1991-9603 Article isiRev info:eu-repo/semantics/article 2019 ftawi https://doi.org/10.5194/gmd-12-2635-2019 2021-12-24T15:44:50Z Models from phase 5 of the Coupled Model Inter-comparison 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 Al-fred Wegener Institute, Helmholtz Centre for Polar and Ma-rine Research, which employs a sea ice–ocean model com-ponent 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 im-provements 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 re-gions 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 outcrop-ping 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 per-form 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 North Atlantic Sea ice Southern Ocean Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center) Southern Ocean Geoscientific Model Development 12 7 2635 2656
institution Open Polar
collection Alfred Wegener Institute for Polar- and Marine Research (AWI): ePIC (electronic Publication Information Center)
op_collection_id ftawi
language unknown
description Models from phase 5 of the Coupled Model Inter-comparison 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 Al-fred Wegener Institute, Helmholtz Centre for Polar and Ma-rine Research, which employs a sea ice–ocean model com-ponent 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 im-provements 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 re-gions 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 outcrop-ping 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 per-form 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
spellingShingle 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
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://epic.awi.de/id/eprint/49950/
https://epic.awi.de/id/eprint/49950/1/gmd-12-2635-2019-4.pdf
https://doi.org/10.5194/gmd-12-2635-2019
https://hdl.handle.net/10013/epic.60ba31c2-007e-47f9-ad75-644597b95e58
https://hdl.handle.net/
geographic Southern Ocean
geographic_facet Southern Ocean
genre North Atlantic
Sea ice
Southern Ocean
genre_facet North Atlantic
Sea ice
Southern Ocean
op_source EPIC3Geoscientific Model Development, Copernicus Publications, 12(7), pp. 2635-2656, ISSN: 1991-9603
op_relation https://epic.awi.de/id/eprint/49950/1/gmd-12-2635-2019-4.pdf
https://hdl.handle.net/
Rackow, T. orcid:0000-0002-5468-575X , Sein, D. V. orcid:0000-0002-1190-3622 , Semmler, T. orcid:0000-0002-2254-4901 , Danilov, S. orcid:0000-0001-8098-182X , Koldunov, N. V. orcid:0000-0002-3365-8146 , Sidorenko, D. orcid:0000-0001-8579-6068 , Wang, Q. orcid:0000-0002-2704-5394 and Jung, T. orcid:0000-0002-2651-1293 (2019) Sensitivity of deep ocean biases to horizontal resolution in prototype CMIP6 simulations with AWI-CM1.0 , Geoscientific Model Development, 12 (7), pp. 2635-2656 . doi:10.5194/gmd-12-2635-2019 <https://doi.org/10.5194/gmd-12-2635-2019> , hdl:10013/epic.60ba31c2-007e-47f9-ad75-644597b95e58
op_rights info:eu-repo/semantics/openAccess
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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