Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean

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 th...

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Published in:Geoscientific Model Development
Main Authors: Nie, Yafei, Li, Chengkun, Vancoppenolle, Martin, Cheng, Bin, Boeira Dias, Fabio, Lv, Xianqing, Uotila, Petteri
Other Authors: Department of Computer Science, Machine and Human Intelligence, Mind and Matter, Institute for Atmospheric and Earth System Research (INAR)
Format: Article in Journal/Newspaper
Language:English
Published: COPERNICUS GESELLSCHAFT MBH 2023
Subjects:
Online Access:http://hdl.handle.net/10138/356485
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author Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
author2 Department of Computer Science
Machine and Human Intelligence
Mind and Matter
Institute for Atmospheric and Earth System Research (INAR)
author_facet Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
author_sort Nie, Yafei
collection HELDA – University of Helsinki Open Repository
container_issue 4
container_start_page 1395
container_title Geoscientific Model Development
container_volume 16
description 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 that the simulated SIC and SIV budgets are sensitive 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. An optimized ice–ocean drag coefficient and air–ice drag coefficient can reduce the root-mean-square error between simulated and observed SIC budgets by about 10 %. This implies that a more accurate calculation of ice velocity is the key to optimizing the SIC budget simulation, which is unlikely to be achieved perfectly by simply tuning the model parameters in the presence of biased atmospheric forcing. Nevertheless, 10 combinations of NEMO4.0-SI3 model parameters were recommended, as they could yield better sea ice extent and SIC budgets than when using the standard values. Peer reviewed
format Article in Journal/Newspaper
genre Antarc*
Antarctic
Sea ice
Southern Ocean
genre_facet Antarc*
Antarctic
Sea ice
Southern Ocean
geographic Antarctic
Southern Ocean
geographic_facet Antarctic
Southern Ocean
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op_relation 10.5194/gmd-16-1395-2023
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spelling ftunivhelsihelda:oai:helda.helsinki.fi:10138/356485 2025-02-16T14:59:32+00:00 Sensitivity of NEMO4.0-SI3 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 Department of Computer Science Machine and Human Intelligence Mind and Matter Institute for Atmospheric and Earth System Research (INAR) 2023-03-23T12:54:04Z 31 application/pdf http://hdl.handle.net/10138/356485 eng eng COPERNICUS GESELLSCHAFT MBH 10.5194/gmd-16-1395-2023 http://hdl.handle.net/10138/356485 85149468643 000942259100001 cc_by info:eu-repo/semantics/openAccess openAccess Physical sciences Geosciences Article publishedVersion 2023 ftunivhelsihelda 2025-01-21T16:11:30Z 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 that the simulated SIC and SIV budgets are sensitive 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. An optimized ice–ocean drag coefficient and air–ice drag coefficient can reduce the root-mean-square error between simulated and observed SIC budgets by about 10 %. This implies that a more accurate calculation of ice velocity is the key to optimizing the SIC budget simulation, which is unlikely to be achieved perfectly by simply tuning the model parameters in the presence of biased atmospheric forcing. Nevertheless, 10 combinations of NEMO4.0-SI3 model parameters were recommended, as they could yield better sea ice extent and SIC budgets than when using the standard values. Peer reviewed Article in Journal/Newspaper Antarc* Antarctic Sea ice Southern Ocean HELDA – University of Helsinki Open Repository Antarctic Southern Ocean Geoscientific Model Development 16 4 1395 1425
spellingShingle Physical sciences
Geosciences
Nie, Yafei
Li, Chengkun
Vancoppenolle, Martin
Cheng, Bin
Boeira Dias, Fabio
Lv, Xianqing
Uotila, Petteri
Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title_full Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title_fullStr Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title_full_unstemmed Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title_short Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean
title_sort sensitivity of nemo4.0-si3 model parameters on sea ice budgets in the southern ocean
topic Physical sciences
Geosciences
topic_facet Physical sciences
Geosciences
url http://hdl.handle.net/10138/356485