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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ftunivhelsihelda:oai:helda.helsinki.fi:10138/356485 2024-01-07T09:40:06+01:00 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 Nie , Y , Li , C , Vancoppenolle , M , Cheng , B , Boeira Dias , F , Lv , X & Uotila , P 2023 , ' Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean ' , Geoscientific Model Development , vol. 16 , no. 4 , pp. 1395-1425 . https://doi.org/10.5194/gmd-16-1395-2023 ORCID: /0000-0002-2939-7561/work/131544861 ORCID: /0000-0002-2965-2120/work/131545719 85149468643 ad55a0a9-5999-4f8d-b282-33f280b053f0 http://hdl.handle.net/10138/356485 000942259100001 cc_by openAccess info:eu-repo/semantics/openAccess 114 Physical sciences 1171 Geosciences Article publishedVersion 2023 ftunivhelsihelda 2023-12-14T00:10:50Z 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 |
institution |
Open Polar |
collection |
HELDA – University of Helsinki Open Repository |
op_collection_id |
ftunivhelsihelda |
language |
English |
topic |
114 Physical sciences 1171 Geosciences |
spellingShingle |
114 Physical sciences 1171 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 |
topic_facet |
114 Physical sciences 1171 Geosciences |
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 |
author2 |
Department of Computer Science Machine and Human Intelligence Mind and Matter Institute for Atmospheric and Earth System Research (INAR) |
format |
Article in Journal/Newspaper |
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-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_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_sort |
sensitivity of nemo4.0-si3 model parameters on sea ice budgets in the southern ocean |
publisher |
COPERNICUS GESELLSCHAFT MBH |
publishDate |
2023 |
url |
http://hdl.handle.net/10138/356485 |
geographic |
Antarctic Southern Ocean |
geographic_facet |
Antarctic Southern Ocean |
genre |
Antarc* Antarctic Sea ice Southern Ocean |
genre_facet |
Antarc* Antarctic Sea ice Southern Ocean |
op_relation |
10.5194/gmd-16-1395-2023 Nie , Y , Li , C , Vancoppenolle , M , Cheng , B , Boeira Dias , F , Lv , X & Uotila , P 2023 , ' Sensitivity of NEMO4.0-SI3 model parameters on sea ice budgets in the Southern Ocean ' , Geoscientific Model Development , vol. 16 , no. 4 , pp. 1395-1425 . https://doi.org/10.5194/gmd-16-1395-2023 ORCID: /0000-0002-2939-7561/work/131544861 ORCID: /0000-0002-2965-2120/work/131545719 85149468643 ad55a0a9-5999-4f8d-b282-33f280b053f0 http://hdl.handle.net/10138/356485 000942259100001 |
op_rights |
cc_by openAccess info:eu-repo/semantics/openAccess |
container_title |
Geoscientific Model Development |
container_volume |
16 |
container_issue |
4 |
container_start_page |
1395 |
op_container_end_page |
1425 |
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1787430526740594688 |