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: J. Xie, F. Counillon, L. Bertino
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2018
Subjects:
Online Access:https://doi.org/10.5194/tc-12-3671-2018
https://doaj.org/article/8bcad0478df04622b811a107da106647
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spelling ftdoajarticles:oai:doaj.org/article:8bcad0478df04622b811a107da106647 2023-05-15T14:48:16+02:00 Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis J. Xie F. Counillon L. Bertino 2018-11-01T00:00:00Z https://doi.org/10.5194/tc-12-3671-2018 https://doaj.org/article/8bcad0478df04622b811a107da106647 EN eng Copernicus Publications https://www.the-cryosphere.net/12/3671/2018/tc-12-3671-2018.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-12-3671-2018 1994-0416 1994-0424 https://doaj.org/article/8bcad0478df04622b811a107da106647 The Cryosphere, Vol 12, Pp 3671-3691 (2018) Environmental sciences GE1-350 Geology QE1-996.5 article 2018 ftdoajarticles https://doi.org/10.5194/tc-12-3671-2018 2022-12-31T04:14:20Z 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. Article in Journal/Newspaper Arctic Kara Sea North Pole Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic Kara Sea North Pole The Cryosphere 12 11 3671 3691
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Environmental sciences
GE1-350
Geology
QE1-996.5
spellingShingle Environmental sciences
GE1-350
Geology
QE1-996.5
J. Xie
F. Counillon
L. Bertino
Impact of assimilating a merged sea-ice thickness from CryoSat-2 and SMOS in the Arctic reanalysis
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
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 Article in Journal/Newspaper
author J. Xie
F. Counillon
L. Bertino
author_facet J. Xie
F. Counillon
L. Bertino
author_sort J. Xie
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
publisher Copernicus Publications
publishDate 2018
url https://doi.org/10.5194/tc-12-3671-2018
https://doaj.org/article/8bcad0478df04622b811a107da106647
geographic Arctic
Kara Sea
North Pole
geographic_facet Arctic
Kara Sea
North Pole
genre Arctic
Kara Sea
North Pole
Sea ice
The Cryosphere
genre_facet Arctic
Kara Sea
North Pole
Sea ice
The Cryosphere
op_source The Cryosphere, Vol 12, Pp 3671-3691 (2018)
op_relation https://www.the-cryosphere.net/12/3671/2018/tc-12-3671-2018.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-12-3671-2018
1994-0416
1994-0424
https://doaj.org/article/8bcad0478df04622b811a107da106647
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
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