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...

Full description

Bibliographic Details
Published in:Geoscientific Model Development
Main Authors: Nie, Yafei, Li, Chengkun, Vancoppenolle, Martin, Cheng, Bin, Boeira Dias, Fabio, Lv, Xianqing, Uotila, Petteri
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/gmd-16-1395-2023
https://noa.gwlb.de/receive/cop_mods_00065260
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063830/gmd-16-1395-2023.pdf
https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf
id ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00065260
record_format openpolar
spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00065260 2023-05-15T13:49:22+02:00 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 2023-03 electronic https://doi.org/10.5194/gmd-16-1395-2023 https://noa.gwlb.de/receive/cop_mods_00065260 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063830/gmd-16-1395-2023.pdf https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf eng eng Copernicus Publications Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603 https://doi.org/10.5194/gmd-16-1395-2023 https://noa.gwlb.de/receive/cop_mods_00065260 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063830/gmd-16-1395-2023.pdf https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/gmd-16-1395-2023 2023-03-06T00:14:56Z 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. Article in Journal/Newspaper Antarc* Antarctic Sea ice Southern Ocean Niedersächsisches Online-Archiv NOA Antarctic Southern Ocean Geoscientific Model Development 16 4 1395 1425
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
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 article
Verlagsveröffentlichung
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.
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 Publications
publishDate 2023
url https://doi.org/10.5194/gmd-16-1395-2023
https://noa.gwlb.de/receive/cop_mods_00065260
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063830/gmd-16-1395-2023.pdf
https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf
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 Geoscientific Model Development -- http://www.bibliothek.uni-regensburg.de/ezeit/?2456725 -- http://www.geosci-model-dev.net/ -- 1991-9603
https://doi.org/10.5194/gmd-16-1395-2023
https://noa.gwlb.de/receive/cop_mods_00065260
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00063830/gmd-16-1395-2023.pdf
https://gmd.copernicus.org/articles/16/1395/2023/gmd-16-1395-2023.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_rightsnorm CC-BY
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
_version_ 1766251261459431424