Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis

Accurately forecasting the sea-ice thickness (SIT) in the Arctic is a major challenge. The new SIT product (referred to as CS2SMOS) merges measurements from the CryoSat-2 and SMOS satellites on a weekly basis during the winter. The impact of assimilating CS2SMOS data is tested for the TOPAZ4 system...

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Published in:The Cryosphere
Main Authors: Xie, Jiping, Counillon, François, Bertino, Laurent
Format: Text
Language:English
Published: 2018
Subjects:
Online Access:https://doi.org/10.5194/tc-12-3671-2018
https://tc.copernicus.org/articles/12/3671/2018/
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spelling ftcopernicus:oai:publications.copernicus.org:tc68872 2023-05-15T14:48:23+02:00 Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis Xie, Jiping Counillon, François Bertino, Laurent 2018-11-26 application/pdf https://doi.org/10.5194/tc-12-3671-2018 https://tc.copernicus.org/articles/12/3671/2018/ eng eng doi:10.5194/tc-12-3671-2018 https://tc.copernicus.org/articles/12/3671/2018/ eISSN: 1994-0424 Text 2018 ftcopernicus https://doi.org/10.5194/tc-12-3671-2018 2020-07-20T16:23:02Z Accurately forecasting the sea-ice thickness (SIT) in the Arctic is a major challenge. The new SIT product (referred to as CS2SMOS) merges measurements from the CryoSat-2 and SMOS satellites on a weekly basis during the winter. The impact of assimilating CS2SMOS data is tested for the TOPAZ4 system – the Arctic component of the Copernicus Marine Environment Monitoring Services (CMEMS). TOPAZ4 currently assimilates a large set of ocean and sea-ice observations with the Deterministic Ensemble Kalman Filter (DEnKF). Two parallel reanalyses are conducted without (Official run) and with (Test run) assimilation of CS2SMOS data from 19 March 2014 to 31 March 2015. Since only mapping errors were provided in the CS2SMOS observation, an arbitrary term was added to compensate for the missing errors, but was found a posteriori too large. The SIT bias (too thin) is reduced from 16 to 5 cm and the standard errors decrease from 53 to 38 cm (by 28 %) when compared to the assimilated SIT. When compared to independent SIT observations, the error reduction is 24 % against the ice mass balance (IMB) buoy 2013F and by 12.5 % against SIT data from the IceBridge campaigns. The improvement of sea-ice volume persists through the summer months in the absence of CS2SMOS data. Comparisons to sea-ice drift from the satellites show that dynamical adjustments reduce the drift errors around the North Pole by about 8 %–9 % in December 2014 and February 2015. Finally, using the degrees of freedom for signal (DFS), we find that CS2SMOS makes the prime source of information in the central Arctic and in the Kara Sea. We therefore recommend the assimilation of C2SMOS for Arctic reanalyses in order to improve the ice thickness and the ice drift. Text Arctic Kara Sea North Pole Sea ice Copernicus Publications: E-Journals Arctic Kara Sea North Pole The Cryosphere 12 11 3671 3691
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collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description Accurately forecasting the sea-ice thickness (SIT) in the Arctic is a major challenge. The new SIT product (referred to as CS2SMOS) merges measurements from the CryoSat-2 and SMOS satellites on a weekly basis during the winter. The impact of assimilating CS2SMOS data is tested for the TOPAZ4 system – the Arctic component of the Copernicus Marine Environment Monitoring Services (CMEMS). TOPAZ4 currently assimilates a large set of ocean and sea-ice observations with the Deterministic Ensemble Kalman Filter (DEnKF). Two parallel reanalyses are conducted without (Official run) and with (Test run) assimilation of CS2SMOS data from 19 March 2014 to 31 March 2015. Since only mapping errors were provided in the CS2SMOS observation, an arbitrary term was added to compensate for the missing errors, but was found a posteriori too large. The SIT bias (too thin) is reduced from 16 to 5 cm and the standard errors decrease from 53 to 38 cm (by 28 %) when compared to the assimilated SIT. When compared to independent SIT observations, the error reduction is 24 % against the ice mass balance (IMB) buoy 2013F and by 12.5 % against SIT data from the IceBridge campaigns. The improvement of sea-ice volume persists through the summer months in the absence of CS2SMOS data. Comparisons to sea-ice drift from the satellites show that dynamical adjustments reduce the drift errors around the North Pole by about 8 %–9 % in December 2014 and February 2015. Finally, using the degrees of freedom for signal (DFS), we find that CS2SMOS makes the prime source of information in the central Arctic and in the Kara Sea. We therefore recommend the assimilation of C2SMOS for Arctic reanalyses in order to improve the ice thickness and the ice drift.
format Text
author Xie, Jiping
Counillon, François
Bertino, Laurent
spellingShingle Xie, Jiping
Counillon, François
Bertino, Laurent
Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
author_facet Xie, Jiping
Counillon, François
Bertino, Laurent
author_sort Xie, Jiping
title Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
title_short Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
title_full Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
title_fullStr Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
title_full_unstemmed Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
title_sort impact of assimilating a merged sea-ice thickness from cryosat-2 and smos in the arctic reanalysis
publishDate 2018
url https://doi.org/10.5194/tc-12-3671-2018
https://tc.copernicus.org/articles/12/3671/2018/
geographic Arctic
Kara Sea
North Pole
geographic_facet Arctic
Kara Sea
North Pole
genre Arctic
Kara Sea
North Pole
Sea ice
genre_facet Arctic
Kara Sea
North Pole
Sea ice
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-12-3671-2018
https://tc.copernicus.org/articles/12/3671/2018/
op_doi https://doi.org/10.5194/tc-12-3671-2018
container_title The Cryosphere
container_volume 12
container_issue 11
container_start_page 3671
op_container_end_page 3691
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