An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models

International audience We compare the mass budget of the Arctic sea ice for 15 models submitted to the latest Coupled Model Intercomparison Project (CMIP6), using new diagnostics that have not been available for previous model inter-comparisons. These diagnostics allow us to look beyond the standard...

Full description

Bibliographic Details
Published in:The Cryosphere
Main Authors: Keen, Ann, Blockley, Ed, Bailey, David, Boldingh Debernard, Jens, Bushuk, Mitchell, Delhaye, Steve, Docquier, David, Feltham, Daniel, Massonnet, François, O'Farrell, Siobhan, Ponsoni, Leandro, Rodriguez, José M., Schroeder, David, Swart, Neil, Toyoda, Takahiro, Tsujino, Hiroyuki, Vancoppenolle, M., Wyser, Klaus
Other Authors: Met Office Hadley Centre (MOHC), United Kingdom Met Office Exeter, National Center for Atmospheric Research Boulder (NCAR), Norwegian Meteorological Institute Oslo (MET), NOAA Geophysical Fluid Dynamics Laboratory (GFDL), National Oceanic and Atmospheric Administration (NOAA), Centre Georges Lemaître for Earth and Climate Research Louvain (TECLIM), Earth and Life Institute Louvain-La-Neuve (ELI), Université Catholique de Louvain = Catholic University of Louvain (UCL)-Université Catholique de Louvain = Catholic University of Louvain (UCL), Rossby Centre, SMHI, Norrköping, 601 76, Sweden, Swedish Meteorological and Hydrological Institute (SMHI), Centre for Polar Observation and Modelling (CPOM), Natural Environment Research Council (NERC), CISRO Oceans and Atmosphere, Agencia Estatal de Meteorología (AEMet), Environment and Climate Change Canada (ECCC), Meteorological Research Institute Tsukuba (MRI), Japan Meteorological Agency (JMA), Nucleus for European Modeling of the Ocean (NEMO R&D ), Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN), Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)), École normale supérieure - Paris (ENS-PSL), Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-École normale supérieure - Paris (ENS-PSL), Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)), Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité), European Project: 641727,H2020,H2020-SC5-2014-two-stage,PRIMAVERA(2015), European Project: 0834493(2008)
Format: Article in Journal/Newspaper
Language:English
Published: HAL CCSD 2021
Subjects:
Online Access:https://hal.science/hal-03244580
https://hal.science/hal-03244580/document
https://hal.science/hal-03244580/file/tc-15-951-2021.pdf
https://doi.org/10.5194/tc-15-951-2021
id ftinspolytechpar:oai:HAL:hal-03244580v1
record_format openpolar
institution Open Polar
collection HAL de l'Institut Polytechnique de Paris
op_collection_id ftinspolytechpar
language English
topic [PHYS.PHYS.PHYS-GEO-PH]Physics [physics]/Physics [physics]/Geophysics [physics.geo-ph]
spellingShingle [PHYS.PHYS.PHYS-GEO-PH]Physics [physics]/Physics [physics]/Geophysics [physics.geo-ph]
Keen, Ann
Blockley, Ed
Bailey, David
Boldingh Debernard, Jens
Bushuk, Mitchell
Delhaye, Steve
Docquier, David
Feltham, Daniel
Massonnet, François
O'Farrell, Siobhan
Ponsoni, Leandro
Rodriguez, José M.
Schroeder, David
Swart, Neil
Toyoda, Takahiro
Tsujino, Hiroyuki
Vancoppenolle, M.
Wyser, Klaus
An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
topic_facet [PHYS.PHYS.PHYS-GEO-PH]Physics [physics]/Physics [physics]/Geophysics [physics.geo-ph]
description International audience We compare the mass budget of the Arctic sea ice for 15 models submitted to the latest Coupled Model Intercomparison Project (CMIP6), using new diagnostics that have not been available for previous model inter-comparisons. These diagnostics allow us to look beyond the standard metrics of ice cover and thickness to compare the processes of sea ice growth and loss in climate models in a more detailed way than has previously been possible. For the 1960–1989 multi-model mean, the dominant processes causing annual ice growth are basal growth and frazil ice formation, which both occur during the winter. The main processes by which ice is lost are basal melting, top melting and advection of ice out of the Arctic. The first two processes occur in summer, while the latter process is present all year. The sea ice budgets for individual models are strikingly similar overall in terms of the major processes causing ice growth and loss and in terms of the time of year during which each process is important. However, there are also some key differences between the models, and we have found a number of relationships between model formulation and components of the ice budget that hold for all or most of the CMIP6 models considered here. The relative amounts of frazil and basal ice formation vary between the models, and the amount of frazil ice formation is strongly dependent on the value chosen for the minimum frazil ice thickness. There are also differences in the relative amounts of top and basal melting, potentially dependent on how much shortwave radiation can penetrate through the sea ice into the ocean. For models with prognostic melt ponds, the choice of scheme may affect the amount of basal growth, basal melt and top melt, and the choice of thermodynamic scheme is important in determining the amount of basal growth and top melt. As the ice cover and mass decline during the 21st century, we see a shift in the timing of the top and basal melting in the multi-model mean, with more melt occurring ...
author2 Met Office Hadley Centre (MOHC)
United Kingdom Met Office Exeter
National Center for Atmospheric Research Boulder (NCAR)
Norwegian Meteorological Institute Oslo (MET)
NOAA Geophysical Fluid Dynamics Laboratory (GFDL)
National Oceanic and Atmospheric Administration (NOAA)
Centre Georges Lemaître for Earth and Climate Research Louvain (TECLIM)
Earth and Life Institute Louvain-La-Neuve (ELI)
Université Catholique de Louvain = Catholic University of Louvain (UCL)-Université Catholique de Louvain = Catholic University of Louvain (UCL)
Rossby Centre, SMHI, Norrköping, 601 76, Sweden
Swedish Meteorological and Hydrological Institute (SMHI)
Centre for Polar Observation and Modelling (CPOM)
Natural Environment Research Council (NERC)
CISRO Oceans and Atmosphere
Agencia Estatal de Meteorología (AEMet)
Environment and Climate Change Canada (ECCC)
Meteorological Research Institute Tsukuba (MRI)
Japan Meteorological Agency (JMA)
Nucleus for European Modeling of the Ocean (NEMO R&D )
Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN)
Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636))
École normale supérieure - Paris (ENS-PSL)
Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-École normale supérieure - Paris (ENS-PSL)
Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636))
Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)
European Project: 641727,H2020,H2020-SC5-2014-two-stage,PRIMAVERA(2015)
European Project: 0834493(2008)
format Article in Journal/Newspaper
author Keen, Ann
Blockley, Ed
Bailey, David
Boldingh Debernard, Jens
Bushuk, Mitchell
Delhaye, Steve
Docquier, David
Feltham, Daniel
Massonnet, François
O'Farrell, Siobhan
Ponsoni, Leandro
Rodriguez, José M.
Schroeder, David
Swart, Neil
Toyoda, Takahiro
Tsujino, Hiroyuki
Vancoppenolle, M.
Wyser, Klaus
author_facet Keen, Ann
Blockley, Ed
Bailey, David
Boldingh Debernard, Jens
Bushuk, Mitchell
Delhaye, Steve
Docquier, David
Feltham, Daniel
Massonnet, François
O'Farrell, Siobhan
Ponsoni, Leandro
Rodriguez, José M.
Schroeder, David
Swart, Neil
Toyoda, Takahiro
Tsujino, Hiroyuki
Vancoppenolle, M.
Wyser, Klaus
author_sort Keen, Ann
title An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
title_short An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
title_full An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
title_fullStr An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
title_full_unstemmed An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models
title_sort inter-comparison of the mass budget of the arctic sea ice in cmip6 models
publisher HAL CCSD
publishDate 2021
url https://hal.science/hal-03244580
https://hal.science/hal-03244580/document
https://hal.science/hal-03244580/file/tc-15-951-2021.pdf
https://doi.org/10.5194/tc-15-951-2021
geographic Arctic
geographic_facet Arctic
genre Arctic
Sea ice
The Cryosphere
genre_facet Arctic
Sea ice
The Cryosphere
op_source ISSN: 1994-0424
EISSN: 1994-0416
The Cryosphere
https://hal.science/hal-03244580
The Cryosphere, 2021, 15 (2), pp.951-982. ⟨10.5194/tc-15-951-2021⟩
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-15-951-2021
info:eu-repo/grantAgreement//641727/EU/PRocess-based climate sIMulation: AdVances in high resolution modelling and European climate Risk Assessment/PRIMAVERA
info:eu-repo/grantAgreement//0834493/EU/CSR-DMSS, SM: DoC - Distributed Opportunistic Computing/
hal-03244580
https://hal.science/hal-03244580
https://hal.science/hal-03244580/document
https://hal.science/hal-03244580/file/tc-15-951-2021.pdf
doi:10.5194/tc-15-951-2021
WOS: 000627571700002
op_rights http://creativecommons.org/licenses/by/
info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/tc-15-951-2021
container_title The Cryosphere
container_volume 15
container_issue 2
container_start_page 951
op_container_end_page 982
_version_ 1802004375240966144
spelling ftinspolytechpar:oai:HAL:hal-03244580v1 2024-06-16T07:37:43+00:00 An inter-comparison of the mass budget of the Arctic sea ice in CMIP6 models Keen, Ann Blockley, Ed Bailey, David Boldingh Debernard, Jens Bushuk, Mitchell Delhaye, Steve Docquier, David Feltham, Daniel Massonnet, François O'Farrell, Siobhan Ponsoni, Leandro Rodriguez, José M. Schroeder, David Swart, Neil Toyoda, Takahiro Tsujino, Hiroyuki Vancoppenolle, M. Wyser, Klaus Met Office Hadley Centre (MOHC) United Kingdom Met Office Exeter National Center for Atmospheric Research Boulder (NCAR) Norwegian Meteorological Institute Oslo (MET) NOAA Geophysical Fluid Dynamics Laboratory (GFDL) National Oceanic and Atmospheric Administration (NOAA) Centre Georges Lemaître for Earth and Climate Research Louvain (TECLIM) Earth and Life Institute Louvain-La-Neuve (ELI) Université Catholique de Louvain = Catholic University of Louvain (UCL)-Université Catholique de Louvain = Catholic University of Louvain (UCL) Rossby Centre, SMHI, Norrköping, 601 76, Sweden Swedish Meteorological and Hydrological Institute (SMHI) Centre for Polar Observation and Modelling (CPOM) Natural Environment Research Council (NERC) CISRO Oceans and Atmosphere Agencia Estatal de Meteorología (AEMet) Environment and Climate Change Canada (ECCC) Meteorological Research Institute Tsukuba (MRI) Japan Meteorological Agency (JMA) Nucleus for European Modeling of the Ocean (NEMO R&D ) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS-PSL) Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-École normale supérieure - Paris (ENS-PSL) Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-École polytechnique (X)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité) European Project: 641727,H2020,H2020-SC5-2014-two-stage,PRIMAVERA(2015) European Project: 0834493(2008) 2021 https://hal.science/hal-03244580 https://hal.science/hal-03244580/document https://hal.science/hal-03244580/file/tc-15-951-2021.pdf https://doi.org/10.5194/tc-15-951-2021 en eng HAL CCSD Copernicus info:eu-repo/semantics/altIdentifier/doi/10.5194/tc-15-951-2021 info:eu-repo/grantAgreement//641727/EU/PRocess-based climate sIMulation: AdVances in high resolution modelling and European climate Risk Assessment/PRIMAVERA info:eu-repo/grantAgreement//0834493/EU/CSR-DMSS, SM: DoC - Distributed Opportunistic Computing/ hal-03244580 https://hal.science/hal-03244580 https://hal.science/hal-03244580/document https://hal.science/hal-03244580/file/tc-15-951-2021.pdf doi:10.5194/tc-15-951-2021 WOS: 000627571700002 http://creativecommons.org/licenses/by/ info:eu-repo/semantics/OpenAccess ISSN: 1994-0424 EISSN: 1994-0416 The Cryosphere https://hal.science/hal-03244580 The Cryosphere, 2021, 15 (2), pp.951-982. ⟨10.5194/tc-15-951-2021⟩ [PHYS.PHYS.PHYS-GEO-PH]Physics [physics]/Physics [physics]/Geophysics [physics.geo-ph] info:eu-repo/semantics/article Journal articles 2021 ftinspolytechpar https://doi.org/10.5194/tc-15-951-2021 2024-05-19T23:43:45Z International audience We compare the mass budget of the Arctic sea ice for 15 models submitted to the latest Coupled Model Intercomparison Project (CMIP6), using new diagnostics that have not been available for previous model inter-comparisons. These diagnostics allow us to look beyond the standard metrics of ice cover and thickness to compare the processes of sea ice growth and loss in climate models in a more detailed way than has previously been possible. For the 1960–1989 multi-model mean, the dominant processes causing annual ice growth are basal growth and frazil ice formation, which both occur during the winter. The main processes by which ice is lost are basal melting, top melting and advection of ice out of the Arctic. The first two processes occur in summer, while the latter process is present all year. The sea ice budgets for individual models are strikingly similar overall in terms of the major processes causing ice growth and loss and in terms of the time of year during which each process is important. However, there are also some key differences between the models, and we have found a number of relationships between model formulation and components of the ice budget that hold for all or most of the CMIP6 models considered here. The relative amounts of frazil and basal ice formation vary between the models, and the amount of frazil ice formation is strongly dependent on the value chosen for the minimum frazil ice thickness. There are also differences in the relative amounts of top and basal melting, potentially dependent on how much shortwave radiation can penetrate through the sea ice into the ocean. For models with prognostic melt ponds, the choice of scheme may affect the amount of basal growth, basal melt and top melt, and the choice of thermodynamic scheme is important in determining the amount of basal growth and top melt. As the ice cover and mass decline during the 21st century, we see a shift in the timing of the top and basal melting in the multi-model mean, with more melt occurring ... Article in Journal/Newspaper Arctic Sea ice The Cryosphere HAL de l'Institut Polytechnique de Paris Arctic The Cryosphere 15 2 951 982