Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis
In the Arctic, the sea surface salinity (SSS) plays a key role in processes related to water mixing and sea ice. However, the lack of salinity observations causes large uncertainties in Arctic Ocean forecasts and reanalysis. Recently the Soil Moisture and Ocean Salinity (SMOS) satellite mission was...
Published in: | Ocean Science |
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Main Authors: | , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Copernicus Publications
2023
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Subjects: | |
Online Access: | https://doi.org/10.5194/os-19-269-2023 https://doaj.org/article/693eaa213dae4a94abde5afd6dfa9ddc |
_version_ | 1821801789284941824 |
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author | J. Xie R. P. Raj L. Bertino J. Martínez C. Gabarró R. Catany |
author_facet | J. Xie R. P. Raj L. Bertino J. Martínez C. Gabarró R. Catany |
author_sort | J. Xie |
collection | Directory of Open Access Journals: DOAJ Articles |
container_issue | 2 |
container_start_page | 269 |
container_title | Ocean Science |
container_volume | 19 |
description | In the Arctic, the sea surface salinity (SSS) plays a key role in processes related to water mixing and sea ice. However, the lack of salinity observations causes large uncertainties in Arctic Ocean forecasts and reanalysis. Recently the Soil Moisture and Ocean Salinity (SMOS) satellite mission was used by the Barcelona Expert Centre to develop an Arctic SSS product. In this study, we evaluate the impact of assimilating this data in a coupled ocean–ice data assimilation system. Using the deterministic ensemble Kalman filter from July to December 2016, two assimilation runs respectively assimilated two successive versions of the SMOS SSS product on top of a pre-existing reanalysis run. The runs were validated against independent in situ salinity profiles in the Arctic. The results show that the biases and the root-mean-squared differences (RMSD) of SSS are reduced by 10 % to 50 % depending on the area and highlight the importance of assimilating satellite salinity data. The time series of freshwater content (FWC) further shows that its seasonal cycle can be adjusted by assimilation of the SSS products, which is encouraging of the assimilation of SSS in a long-time reanalysis to better reproduce the Arctic water cycle. |
format | Article in Journal/Newspaper |
genre | Arctic Arctic Ocean Sea ice |
genre_facet | Arctic Arctic Ocean Sea ice |
geographic | Arctic Arctic Ocean |
geographic_facet | Arctic Arctic Ocean |
id | ftdoajarticles:oai:doaj.org/article:693eaa213dae4a94abde5afd6dfa9ddc |
institution | Open Polar |
language | English |
op_collection_id | ftdoajarticles |
op_container_end_page | 287 |
op_doi | https://doi.org/10.5194/os-19-269-2023 |
op_relation | https://os.copernicus.org/articles/19/269/2023/os-19-269-2023.pdf https://doaj.org/toc/1812-0784 https://doaj.org/toc/1812-0792 doi:10.5194/os-19-269-2023 1812-0784 1812-0792 https://doaj.org/article/693eaa213dae4a94abde5afd6dfa9ddc |
op_source | Ocean Science, Vol 19, Pp 269-287 (2023) |
publishDate | 2023 |
publisher | Copernicus Publications |
record_format | openpolar |
spelling | ftdoajarticles:oai:doaj.org/article:693eaa213dae4a94abde5afd6dfa9ddc 2025-01-16T20:06:29+00:00 Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis J. Xie R. P. Raj L. Bertino J. Martínez C. Gabarró R. Catany 2023-03-01T00:00:00Z https://doi.org/10.5194/os-19-269-2023 https://doaj.org/article/693eaa213dae4a94abde5afd6dfa9ddc EN eng Copernicus Publications https://os.copernicus.org/articles/19/269/2023/os-19-269-2023.pdf https://doaj.org/toc/1812-0784 https://doaj.org/toc/1812-0792 doi:10.5194/os-19-269-2023 1812-0784 1812-0792 https://doaj.org/article/693eaa213dae4a94abde5afd6dfa9ddc Ocean Science, Vol 19, Pp 269-287 (2023) Geography. Anthropology. Recreation G Environmental sciences GE1-350 article 2023 ftdoajarticles https://doi.org/10.5194/os-19-269-2023 2023-03-12T01:32:09Z In the Arctic, the sea surface salinity (SSS) plays a key role in processes related to water mixing and sea ice. However, the lack of salinity observations causes large uncertainties in Arctic Ocean forecasts and reanalysis. Recently the Soil Moisture and Ocean Salinity (SMOS) satellite mission was used by the Barcelona Expert Centre to develop an Arctic SSS product. In this study, we evaluate the impact of assimilating this data in a coupled ocean–ice data assimilation system. Using the deterministic ensemble Kalman filter from July to December 2016, two assimilation runs respectively assimilated two successive versions of the SMOS SSS product on top of a pre-existing reanalysis run. The runs were validated against independent in situ salinity profiles in the Arctic. The results show that the biases and the root-mean-squared differences (RMSD) of SSS are reduced by 10 % to 50 % depending on the area and highlight the importance of assimilating satellite salinity data. The time series of freshwater content (FWC) further shows that its seasonal cycle can be adjusted by assimilation of the SSS products, which is encouraging of the assimilation of SSS in a long-time reanalysis to better reproduce the Arctic water cycle. Article in Journal/Newspaper Arctic Arctic Ocean Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Arctic Ocean Ocean Science 19 2 269 287 |
spellingShingle | Geography. Anthropology. Recreation G Environmental sciences GE1-350 J. Xie R. P. Raj L. Bertino J. Martínez C. Gabarró R. Catany Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title | Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title_full | Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title_fullStr | Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title_full_unstemmed | Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title_short | Assimilation of sea surface salinities from SMOS in an Arctic coupled ocean and sea ice reanalysis |
title_sort | assimilation of sea surface salinities from smos in an arctic coupled ocean and sea ice reanalysis |
topic | Geography. Anthropology. Recreation G Environmental sciences GE1-350 |
topic_facet | Geography. Anthropology. Recreation G Environmental sciences GE1-350 |
url | https://doi.org/10.5194/os-19-269-2023 https://doaj.org/article/693eaa213dae4a94abde5afd6dfa9ddc |