Preprints
https://doi.org/10.5194/egusphere-2024-1701
https://doi.org/10.5194/egusphere-2024-1701
08 Jul 2024
 | 08 Jul 2024

Sea ice in the Baltic Sea during 1993/94–2020/21 ice seasons from satellite observations and model reanalysis

Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin

Abstract. This study investigates the sea ice characteristics of the Baltic Sea using Copernicus satellite and model reanalysis data products from 1993 onwards. Our primary focus is on assessing the performance of the latest Copernicus model reanalysis product in estimating ice season evolution compared to the satellite dataset. Firstly, the model reanalysis dataset is bias-corrected for further analysis. While the model estimates an earlier start to the ice season, it generally matches satellite data regarding the season’s end. Additionally, we find that the model tends to overestimate ice thickness compared to ice chart-based data. Across the Baltic Sea, declining trends for the sea ice are observed. The sea ice statistics during the recent period (2007–2021) show decreased sea ice fraction and thickness. The decrease in the sea ice thickness is over 50 % in some areas during the melting phase. Trend analysis in the study reveals a uniform pattern towards shorter ice seasons (most prominent being in Bothnian Bay with a range of approximately 1–3 days/year of decline in ice season), reduced sea ice extent (SIE) and reduced mean ice thickness (reaching up to -0.4 cm/year).

Publisher's note: Copernicus Publications remains neutral with regard to jurisdictional claims made in the text, published maps, institutional affiliations, or any other geographical representation in this paper. While Copernicus Publications makes every effort to include appropriate place names, the final responsibility lies with the authors. Views expressed in the text are those of the authors and do not necessarily reflect the views of the publisher.
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Journal article(s) based on this preprint

21 Oct 2025
Sea ice in the Baltic Sea during 1993/94–2020/21 ice seasons from satellite observations and model reanalysis
Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin
The Cryosphere, 19, 4741–4758, https://doi.org/10.5194/tc-19-4741-2025,https://doi.org/10.5194/tc-19-4741-2025, 2025
Short summary
Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse

Interactive discussion

Status: closed

Comment types: AC – author | RC – referee | CC – community | EC – editor | CEC – chief editor | : Report abuse

Peer review completion

AR: Author's response | RR: Referee report | ED: Editor decision | EF: Editorial file upload
ED: Reconsider after major revisions (further review by editor and referees) (21 Aug 2024) by John Yackel
AR by Shakti Singh on behalf of the Authors (14 Sep 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (13 Oct 2024) by John Yackel
RR by Anonymous Referee #1 (24 Oct 2024)
RR by Anonymous Referee #3 (01 Nov 2024)
ED: Publish subject to revisions (further review by editor and referees) (04 Nov 2024) by John Yackel
AR by Shakti Singh on behalf of the Authors (14 Dec 2024)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (19 Dec 2024) by John Yackel
RR by Anonymous Referee #1 (02 Jan 2025)
RR by Anonymous Referee #3 (13 Jan 2025)
ED: Reconsider after major revisions (further review by editor and referees) (16 Jan 2025) by John Yackel
AR by Shakti Singh on behalf of the Authors (21 Feb 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Referee Nomination & Report Request started (14 Mar 2025) by John Yackel
RR by Anonymous Referee #1 (24 Mar 2025)
RR by Anonymous Referee #4 (02 Jul 2025)
ED: Publish subject to revisions (further review by editor and referees) (10 Jul 2025) by John Yackel
AR by Shakti Singh on behalf of the Authors (18 Aug 2025)  Author's response   Author's tracked changes   Manuscript 
ED: Publish as is (15 Sep 2025) by John Yackel
AR by Shakti Singh on behalf of the Authors (16 Sep 2025)  Manuscript 

Journal article(s) based on this preprint

21 Oct 2025
Sea ice in the Baltic Sea during 1993/94–2020/21 ice seasons from satellite observations and model reanalysis
Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin
The Cryosphere, 19, 4741–4758, https://doi.org/10.5194/tc-19-4741-2025,https://doi.org/10.5194/tc-19-4741-2025, 2025
Short summary
Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin
Shakti Singh, Ilja Maljutenko, and Rivo Uiboupin

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Short summary
The sea ice statistics study highlights the bias in model estimations compared to satellite data and provides a simple approach to minimise that. During the study period, the model estimates sea ice forming slightly earlier but aligns well with the satellite data for ice season's end. Rapid decrease in the sea ice parameters is observed across the Baltic Sea, especially the ice thickness in the Bothnian Bay sub-basin. These statistics could be crucial for regional adaptation strategies.
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