Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates

In this study, a new method to assimilate freeboard (FB) derived from satellite radar altimetry is presented with the goal of improving the initial state of sea ice thickness predictions in the Arctic. In order to quantify the improvement in sea ice thickness gained by assimilating FB, we compare th...

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Published in:The Cryosphere
Main Authors: Sievers, Imke, Rasmussen, Till A. S., Stenseng, Lars
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
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Online Access:https://doi.org/10.5194/tc-17-3721-2023
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author Sievers, Imke
Rasmussen, Till A. S.
Stenseng, Lars
author_facet Sievers, Imke
Rasmussen, Till A. S.
Stenseng, Lars
author_sort Sievers, Imke
collection Niedersächsisches Online-Archiv NOA
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container_start_page 3721
container_title The Cryosphere
container_volume 17
description In this study, a new method to assimilate freeboard (FB) derived from satellite radar altimetry is presented with the goal of improving the initial state of sea ice thickness predictions in the Arctic. In order to quantify the improvement in sea ice thickness gained by assimilating FB, we compare three different model runs: one reference run (refRun), one that assimilates only sea ice concentration (SIC) (sicRun), and one that assimilates both SIC and FB (fbRun). It is shown that estimates for both SIC and FB can be improved by assimilation, but only fbRun improved the FB. The resulting sea ice thickness is evaluated by comparing sea ice draft measurements from the Beaufort Gyre Exploration Project (BGEP) and sea ice thickness measurements from 19 ice mass balance (IMB) buoys deployed during the Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition. The sea ice thickness of fbRun compares better than refRun and sicRun to the longer BGEP observations more poorly to the shorter MOSAiC observations. Further, the three model runs are compared to the Alfred Wegener Institute (AWI) weekly CryoSat-2 sea ice thickness, which is based on the same FB observations as those that were assimilated in this study. It is shown that the FB and sea ice thickness from fbRun are closer to the AWI CryoSat-2 values than the ones from refRun or sicRun. Finally, comparisons of the abovementioned observations and both the fbRun sea ice thickness and the AWI weekly CryoSat-2 sea ice thickness were performed. At the BGEP locations, both fbRun and the AWI CryoSat-2 sea ice thickness perform equally. The total root-mean-square error (RMSE) at the BGEP locations equals 30 cm for both sea ice thickness products. At the MOSAiC locations, fbRun's sea ice thickness performs significantly better, with a total 11 cm lower RMSE.
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00068623 2025-01-16T20:27:52+00:00 Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates Sievers, Imke Rasmussen, Till A. S. Stenseng, Lars 2023-09 electronic https://doi.org/10.5194/tc-17-3721-2023 https://noa.gwlb.de/receive/cop_mods_00068623 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00067043/tc-17-3721-2023.pdf https://tc.copernicus.org/articles/17/3721/2023/tc-17-3721-2023.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-17-3721-2023 https://noa.gwlb.de/receive/cop_mods_00068623 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00067043/tc-17-3721-2023.pdf https://tc.copernicus.org/articles/17/3721/2023/tc-17-3721-2023.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/tc-17-3721-2023 2023-09-03T23:20:46Z In this study, a new method to assimilate freeboard (FB) derived from satellite radar altimetry is presented with the goal of improving the initial state of sea ice thickness predictions in the Arctic. In order to quantify the improvement in sea ice thickness gained by assimilating FB, we compare three different model runs: one reference run (refRun), one that assimilates only sea ice concentration (SIC) (sicRun), and one that assimilates both SIC and FB (fbRun). It is shown that estimates for both SIC and FB can be improved by assimilation, but only fbRun improved the FB. The resulting sea ice thickness is evaluated by comparing sea ice draft measurements from the Beaufort Gyre Exploration Project (BGEP) and sea ice thickness measurements from 19 ice mass balance (IMB) buoys deployed during the Multidisciplinary drifting Observatory for the Study of Arctic Climate (MOSAiC) expedition. The sea ice thickness of fbRun compares better than refRun and sicRun to the longer BGEP observations more poorly to the shorter MOSAiC observations. Further, the three model runs are compared to the Alfred Wegener Institute (AWI) weekly CryoSat-2 sea ice thickness, which is based on the same FB observations as those that were assimilated in this study. It is shown that the FB and sea ice thickness from fbRun are closer to the AWI CryoSat-2 values than the ones from refRun or sicRun. Finally, comparisons of the abovementioned observations and both the fbRun sea ice thickness and the AWI weekly CryoSat-2 sea ice thickness were performed. At the BGEP locations, both fbRun and the AWI CryoSat-2 sea ice thickness perform equally. The total root-mean-square error (RMSE) at the BGEP locations equals 30 cm for both sea ice thickness products. At the MOSAiC locations, fbRun's sea ice thickness performs significantly better, with a total 11 cm lower RMSE. Article in Journal/Newspaper Arctic Sea ice The Cryosphere Niedersächsisches Online-Archiv NOA Arctic The Cryosphere 17 9 3721 3738
spellingShingle article
Verlagsveröffentlichung
Sievers, Imke
Rasmussen, Till A. S.
Stenseng, Lars
Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title_full Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title_fullStr Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title_full_unstemmed Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title_short Assimilating CryoSat-2 freeboard to improve Arctic sea ice thickness estimates
title_sort assimilating cryosat-2 freeboard to improve arctic sea ice thickness estimates
topic article
Verlagsveröffentlichung
topic_facet article
Verlagsveröffentlichung
url https://doi.org/10.5194/tc-17-3721-2023
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https://tc.copernicus.org/articles/17/3721/2023/tc-17-3721-2023.pdf