Sensitivity of NEMO4.0-SI 3 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: Y. Nie, C. Li, M. Vancoppenolle, B. Cheng, F. Boeira Dias, X. Lv, P. Uotila
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/gmd-16-1395-2023
https://doaj.org/article/483769945bf7478f8f24527994cfc922
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spelling ftdoajarticles:oai:doaj.org/article:483769945bf7478f8f24527994cfc922 2023-05-15T13:45:45+02:00 Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean Y. Nie C. Li M. Vancoppenolle B. Cheng F. Boeira Dias X. Lv P. Uotila 2023-03-01T00:00:00Z https://doi.org/10.5194/gmd-16-1395-2023 https://doaj.org/article/483769945bf7478f8f24527994cfc922 EN eng Copernicus Publications https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf https://doaj.org/toc/1991-959X https://doaj.org/toc/1991-9603 doi:10.5194/gmd-16-1395-2023 1991-959X 1991-9603 https://doaj.org/article/483769945bf7478f8f24527994cfc922 Geoscientific Model Development, Vol 16, Pp 1395-1425 (2023) Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/gmd-16-1395-2023 2023-03-05T01:31:47Z 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-SI 3 (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-SI 3 model parameters were recommended, as they could yield better sea ice extent and SIC budgets than when using the standard values. Article in Journal/Newspaper Antarc* Antarctic Sea ice Southern Ocean Directory of Open Access Journals: DOAJ Articles Antarctic Southern Ocean Geoscientific Model Development 16 4 1395 1425
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Geology
QE1-996.5
spellingShingle Geology
QE1-996.5
Y. Nie
C. Li
M. Vancoppenolle
B. Cheng
F. Boeira Dias
X. Lv
P. Uotila
Sensitivity of NEMO4.0-SI 3 model parameters on sea ice budgets in the Southern Ocean
topic_facet Geology
QE1-996.5
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-SI 3 (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-SI 3 model parameters were recommended, as they could yield better sea ice extent and SIC budgets than when using the standard values.
format Article in Journal/Newspaper
author Y. Nie
C. Li
M. Vancoppenolle
B. Cheng
F. Boeira Dias
X. Lv
P. Uotila
author_facet Y. Nie
C. Li
M. Vancoppenolle
B. Cheng
F. Boeira Dias
X. Lv
P. Uotila
author_sort Y. Nie
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 Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/gmd-16-1395-2023
https://doaj.org/article/483769945bf7478f8f24527994cfc922
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_source Geoscientific Model Development, Vol 16, Pp 1395-1425 (2023)
op_relation https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf
https://doaj.org/toc/1991-959X
https://doaj.org/toc/1991-9603
doi:10.5194/gmd-16-1395-2023
1991-959X
1991-9603
https://doaj.org/article/483769945bf7478f8f24527994cfc922
op_doi https://doi.org/10.5194/gmd-16-1395-2023
container_title Geoscientific Model Development
container_volume 16
container_issue 4
container_start_page 1395
op_container_end_page 1425
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