Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements

Although snow depth on sea ice is a key parameter for sea ice thickness (SIT) retrieval, there currently does not exist reliable estimations. In the Arctic, nearly all SIT products use a snow depth climatology (the modified Warren-99 climatology, W99m) constructed from in situ data obtained prior to...

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Published in:The Cryosphere
Main Authors: F. Garnier, S. Fleury, G. Garric, J. Bouffard, M. Tsamados, A. Laforge, M. Bocquet, R. M. Fredensborg Hansen, F. Remy
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
Online Access:https://doi.org/10.5194/tc-15-5483-2021
https://doaj.org/article/b9b00639d0534850a377cf0fea046321
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spelling ftdoajarticles:oai:doaj.org/article:b9b00639d0534850a377cf0fea046321 2023-05-15T13:46:10+02:00 Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements F. Garnier S. Fleury G. Garric J. Bouffard M. Tsamados A. Laforge M. Bocquet R. M. Fredensborg Hansen F. Remy 2021-12-01T00:00:00Z https://doi.org/10.5194/tc-15-5483-2021 https://doaj.org/article/b9b00639d0534850a377cf0fea046321 EN eng Copernicus Publications https://tc.copernicus.org/articles/15/5483/2021/tc-15-5483-2021.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-15-5483-2021 1994-0416 1994-0424 https://doaj.org/article/b9b00639d0534850a377cf0fea046321 The Cryosphere, Vol 15, Pp 5483-5512 (2021) Environmental sciences GE1-350 Geology QE1-996.5 article 2021 ftdoajarticles https://doi.org/10.5194/tc-15-5483-2021 2022-12-31T05:44:37Z Although snow depth on sea ice is a key parameter for sea ice thickness (SIT) retrieval, there currently does not exist reliable estimations. In the Arctic, nearly all SIT products use a snow depth climatology (the modified Warren-99 climatology, W99m) constructed from in situ data obtained prior to the first significant impacts of climate change. In the Antarctic, the lack of information on snow depth remains a major obstacle in the development of reliable SIT products. In this study, we present the latest version of the altimetric snow depth (ASD) product computed over both hemispheres from the difference of the radar penetration into the snow pack between the Ka-band frequency SARAL/Altika and the Ku-band frequency CryoSat-2. The ASD solution is compared against a wide range of snow depth products including model data (Pan-Arctic Ice-Ocean Modelling and Assimilation System (PIOMAS) or its equivalent in the Antarctic the Global Ice-Ocean Modeling and Assimilation System (GIOMAS), the MERCATOR model, and NASA's Eulerian Snow On Sea Ice Model (NESOSIM, only in the Arctic)), the Advanced Microwave Scanning Radiometer-2 (AMSR2) passive radiometer data, and the Dual-altimeter Snow Thickness (DuST) Ka–Ku product (only in the Arctic). The ASD product is further validated in the Arctic against the ice mass balance (IMB) buoys, the CryoSat Validation Experiment (CryoVEx) and Operation Ice Bridge's (OIB) airborne measurements. These comparisons demonstrate that ASD is a relevant snow depth solution, with spatiotemporal patterns consistent with those of the alternative Ka–Ku DuST product but with a mean bias of about 6.5 cm. We also demonstrate that ASD is consistent with the validation data: comparisons with OIB's airborne snow radar in the Arctic during the period of 2014–2018 show a correlation of 0.66 and a RMSE of about 6 cm. Furthermore, a first-guess monthly climatology has been constructed in the Arctic from the ASD product, which shows a good agreement with OIB during 2009–2012. This climatology is shown to ... Article in Journal/Newspaper Antarc* Antarctic Arctic Climate change CryoSat Validation Experiment Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles Arctic Antarctic The Antarctic The Cryosphere 15 12 5483 5512
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
F. Garnier
S. Fleury
G. Garric
J. Bouffard
M. Tsamados
A. Laforge
M. Bocquet
R. M. Fredensborg Hansen
F. Remy
Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description Although snow depth on sea ice is a key parameter for sea ice thickness (SIT) retrieval, there currently does not exist reliable estimations. In the Arctic, nearly all SIT products use a snow depth climatology (the modified Warren-99 climatology, W99m) constructed from in situ data obtained prior to the first significant impacts of climate change. In the Antarctic, the lack of information on snow depth remains a major obstacle in the development of reliable SIT products. In this study, we present the latest version of the altimetric snow depth (ASD) product computed over both hemispheres from the difference of the radar penetration into the snow pack between the Ka-band frequency SARAL/Altika and the Ku-band frequency CryoSat-2. The ASD solution is compared against a wide range of snow depth products including model data (Pan-Arctic Ice-Ocean Modelling and Assimilation System (PIOMAS) or its equivalent in the Antarctic the Global Ice-Ocean Modeling and Assimilation System (GIOMAS), the MERCATOR model, and NASA's Eulerian Snow On Sea Ice Model (NESOSIM, only in the Arctic)), the Advanced Microwave Scanning Radiometer-2 (AMSR2) passive radiometer data, and the Dual-altimeter Snow Thickness (DuST) Ka–Ku product (only in the Arctic). The ASD product is further validated in the Arctic against the ice mass balance (IMB) buoys, the CryoSat Validation Experiment (CryoVEx) and Operation Ice Bridge's (OIB) airborne measurements. These comparisons demonstrate that ASD is a relevant snow depth solution, with spatiotemporal patterns consistent with those of the alternative Ka–Ku DuST product but with a mean bias of about 6.5 cm. We also demonstrate that ASD is consistent with the validation data: comparisons with OIB's airborne snow radar in the Arctic during the period of 2014–2018 show a correlation of 0.66 and a RMSE of about 6 cm. Furthermore, a first-guess monthly climatology has been constructed in the Arctic from the ASD product, which shows a good agreement with OIB during 2009–2012. This climatology is shown to ...
format Article in Journal/Newspaper
author F. Garnier
S. Fleury
G. Garric
J. Bouffard
M. Tsamados
A. Laforge
M. Bocquet
R. M. Fredensborg Hansen
F. Remy
author_facet F. Garnier
S. Fleury
G. Garric
J. Bouffard
M. Tsamados
A. Laforge
M. Bocquet
R. M. Fredensborg Hansen
F. Remy
author_sort F. Garnier
title Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
title_short Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
title_full Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
title_fullStr Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
title_full_unstemmed Advances in altimetric snow depth estimates using bi-frequency SARAL and CryoSat-2 Ka–Ku measurements
title_sort advances in altimetric snow depth estimates using bi-frequency saral and cryosat-2 ka–ku measurements
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/tc-15-5483-2021
https://doaj.org/article/b9b00639d0534850a377cf0fea046321
geographic Arctic
Antarctic
The Antarctic
geographic_facet Arctic
Antarctic
The Antarctic
genre Antarc*
Antarctic
Arctic
Climate change
CryoSat Validation Experiment
Sea ice
The Cryosphere
genre_facet Antarc*
Antarctic
Arctic
Climate change
CryoSat Validation Experiment
Sea ice
The Cryosphere
op_source The Cryosphere, Vol 15, Pp 5483-5512 (2021)
op_relation https://tc.copernicus.org/articles/15/5483/2021/tc-15-5483-2021.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-15-5483-2021
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1994-0424
https://doaj.org/article/b9b00639d0534850a377cf0fea046321
op_doi https://doi.org/10.5194/tc-15-5483-2021
container_title The Cryosphere
container_volume 15
container_issue 12
container_start_page 5483
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