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...
Published in: | Geoscientific Model Development |
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Main Authors: | , , , , , , |
Other Authors: | , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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COPERNICUS GESELLSCHAFT MBH
2023
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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 |
id | ftunivhelsihelda:oai:helda.helsinki.fi:10138/356485 |
institution | Open Polar |
language | English |
op_collection_id | ftunivhelsihelda |
op_container_end_page | 1425 |
op_relation | 10.5194/gmd-16-1395-2023 http://hdl.handle.net/10138/356485 85149468643 000942259100001 |
op_rights | cc_by info:eu-repo/semantics/openAccess openAccess |
publishDate | 2023 |
publisher | COPERNICUS GESELLSCHAFT MBH |
record_format | openpolar |
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 |