Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean

Abstract. The seasonally-dependent Antarctic sea ice concentration (SIC) budget is well-observed and synthesizes many important air-sea-ice interaction processes. However, it is rarely well simulated in Earth System Models and means to tune the former are not well understood. In this study, we inves...

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Main Authors: Nie, Yafei, Li, Chengkun, Vancoppenolle, Martin, Cheng, Bin, Boeira Dias, Fabio, Lv, Xianqing, Uotila, Petteri
Other Authors: Ocean University of China (OUC), Institute for Atmospheric and Earth System Research (INAR), Helsingin yliopisto = Helsingfors universitet = University of Helsinki, Qingdao National Laboratory for Marine Science and Technology, Department of Computer Science Helsinki, Falculty of Science Helsinki, Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki, 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), Finnish Meteorological Institute (FMI)
Format: Report
Language:English
Published: HAL CCSD 2022
Subjects:
Online Access:https://hal.science/hal-03875543
https://hal.science/hal-03875543/document
https://hal.science/hal-03875543/file/Nie_et_al_gmd-2022-170_2022.pdf
https://doi.org/10.5194/gmd-2022-170
id ftinspolytechpar:oai:HAL:hal-03875543v1
record_format openpolar
institution Open Polar
collection HAL de l'Institut Polytechnique de Paris
op_collection_id ftinspolytechpar
language English
topic [SDE.MCG]Environmental Sciences/Global Changes
[SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
spellingShingle [SDE.MCG]Environmental Sciences/Global Changes
[SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
topic_facet [SDE.MCG]Environmental Sciences/Global Changes
[SDU.OCEAN]Sciences of the Universe [physics]/Ocean
Atmosphere
description Abstract. The seasonally-dependent Antarctic sea ice concentration (SIC) budget is well-observed and synthesizes many important air-sea-ice interaction processes. However, it is rarely well simulated in Earth System Models and means to tune the former are not well understood. In this study, we investigate the sensitivity of 18 key NEMO4.0-SI3 (Nucleus for European Modelling of the Ocean coupled with the Sea Ice modelling Integrated Initiative) model parameters on modelled SIC and sea ice volume (SIV) budgets in the Southern Ocean based on a total of 449 model runs and two global sensitivity analysis methods. We found the simulated SIC/SIV budgets are sensitivity to ice strength, the thermal conductivity of snow, the number of ice categories, two parameters related to lateral melting, ice-ocean drag coefficient and air-ice drag coefficient. A better quality of ice-ocean drag coefficient and air-ice drag coefficient can reduce the root-mean-square error between simulated and observed SIC budget by about 10 %. We recommend ten combinations of NEMO4.0-SI3 model parameters that could yield better sea ice extent, SIV seasonal cycles and SIC budgets than using the standard values.
author2 Ocean University of China (OUC)
Institute for Atmospheric and Earth System Research (INAR)
Helsingin yliopisto = Helsingfors universitet = University of Helsinki
Qingdao National Laboratory for Marine Science and Technology
Department of Computer Science Helsinki
Falculty of Science Helsinki
Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki
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)
Finnish Meteorological Institute (FMI)
format Report
author Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
author_facet Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
author_sort Nie, Yafei
title Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
title_short Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
title_full Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
title_fullStr Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
title_full_unstemmed Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
title_sort sensitivity of nemo4.0-si 3 model parameters on sea ice budgets in the southern ocean
publisher HAL CCSD
publishDate 2022
url https://hal.science/hal-03875543
https://hal.science/hal-03875543/document
https://hal.science/hal-03875543/file/Nie_et_al_gmd-2022-170_2022.pdf
https://doi.org/10.5194/gmd-2022-170
genre Antarc*
Antarctic
Sea ice
Southern Ocean
genre_facet Antarc*
Antarctic
Sea ice
Southern Ocean
op_source https://hal.science/hal-03875543
2022
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/gmd-2022-170
hal-03875543
https://hal.science/hal-03875543
https://hal.science/hal-03875543/document
https://hal.science/hal-03875543/file/Nie_et_al_gmd-2022-170_2022.pdf
doi:10.5194/gmd-2022-170
WOS: 000942259100001
op_rights info:eu-repo/semantics/OpenAccess
op_doi https://doi.org/10.5194/gmd-2022-170
_version_ 1799476255978946560
spelling ftinspolytechpar:oai:HAL:hal-03875543v1 2024-05-19T07:28:51+00:00 Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean Nie, Yafei Li, Chengkun Vancoppenolle, Martin Cheng, Bin Boeira Dias, Fabio Lv, Xianqing Uotila, Petteri Ocean University of China (OUC) Institute for Atmospheric and Earth System Research (INAR) Helsingin yliopisto = Helsingfors universitet = University of Helsinki Qingdao National Laboratory for Marine Science and Technology Department of Computer Science Helsinki Falculty of Science Helsinki Helsingin yliopisto = Helsingfors universitet = University of Helsinki-Helsingin yliopisto = Helsingfors universitet = University of Helsinki 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) Finnish Meteorological Institute (FMI) 2022-11-28 https://hal.science/hal-03875543 https://hal.science/hal-03875543/document https://hal.science/hal-03875543/file/Nie_et_al_gmd-2022-170_2022.pdf https://doi.org/10.5194/gmd-2022-170 en eng HAL CCSD info:eu-repo/semantics/altIdentifier/doi/10.5194/gmd-2022-170 hal-03875543 https://hal.science/hal-03875543 https://hal.science/hal-03875543/document https://hal.science/hal-03875543/file/Nie_et_al_gmd-2022-170_2022.pdf doi:10.5194/gmd-2022-170 WOS: 000942259100001 info:eu-repo/semantics/OpenAccess https://hal.science/hal-03875543 2022 [SDE.MCG]Environmental Sciences/Global Changes [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere info:eu-repo/semantics/preprint Preprints, Working Papers, . 2022 ftinspolytechpar https://doi.org/10.5194/gmd-2022-170 2024-04-22T01:47:02Z Abstract. The seasonally-dependent Antarctic sea ice concentration (SIC) budget is well-observed and synthesizes many important air-sea-ice interaction processes. However, it is rarely well simulated in Earth System Models and means to tune the former are not well understood. In this study, we investigate the sensitivity of 18 key NEMO4.0-SI3 (Nucleus for European Modelling of the Ocean coupled with the Sea Ice modelling Integrated Initiative) model parameters on modelled SIC and sea ice volume (SIV) budgets in the Southern Ocean based on a total of 449 model runs and two global sensitivity analysis methods. We found the simulated SIC/SIV budgets are sensitivity to ice strength, the thermal conductivity of snow, the number of ice categories, two parameters related to lateral melting, ice-ocean drag coefficient and air-ice drag coefficient. A better quality of ice-ocean drag coefficient and air-ice drag coefficient can reduce the root-mean-square error between simulated and observed SIC budget by about 10 %. We recommend ten combinations of NEMO4.0-SI3 model parameters that could yield better sea ice extent, SIV seasonal cycles and SIC budgets than using the standard values. Report Antarc* Antarctic Sea ice Southern Ocean HAL de l'Institut Polytechnique de Paris