A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020

This study presents a long-term winter sea ice thickness proxy-product for the Canadian Arctic based on a Random Forest Regression model trained on CryoSat-2 observations that provides 25 years of sea ice thickness in the Beaufort Sea, Baffin Bay, and, for the first time, the Canadian Arctic Archipe...

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Main Authors: Glissenaar, Isolde A., Landy, Jack C., Babb, David G., Dawson, Geoffrey J., Howell, Stephen E.L.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/egusphere-2023-269
https://noa.gwlb.de/receive/cop_mods_00065120
https://egusphere.copernicus.org/preprints/egusphere-2023-269/egusphere-2023-269.pdf
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00065120 2023-05-15T14:28:45+02:00 A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020 Glissenaar, Isolde A. Landy, Jack C. Babb, David G. Dawson, Geoffrey J. Howell, Stephen E.L. 2023-02 electronic https://doi.org/10.5194/egusphere-2023-269 https://noa.gwlb.de/receive/cop_mods_00065120 https://egusphere.copernicus.org/preprints/egusphere-2023-269/egusphere-2023-269.pdf eng eng Copernicus Publications https://doi.org/10.5194/egusphere-2023-269 https://noa.gwlb.de/receive/cop_mods_00065120 https://egusphere.copernicus.org/preprints/egusphere-2023-269/egusphere-2023-269.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/restrictedAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/egusphere-2023-269 2023-02-27T00:14:42Z This study presents a long-term winter sea ice thickness proxy-product for the Canadian Arctic based on a Random Forest Regression model trained on CryoSat-2 observations that provides 25 years of sea ice thickness in the Beaufort Sea, Baffin Bay, and, for the first time, the Canadian Arctic Archipelago. An evaluation of the product with in-situ sea ice thickness measurements shows that the presented sea ice thickness proxy product correctly estimates the magnitudes of the ice thickness and accurately captures spatial and temporal variability. The product estimates sea ice thickness within 30 to 50 cm uncertainty. The sea ice thickness proxy-product shows that sea ice is thinning over most of the Canadian Arctic, with a mean trend of −1.4 cm/year in April (corresponding to 35 cm thinning over the 25-year record), but that trends vary locally. The Beaufort Sea and Baffin Bay show significant negative trends during all months, though with peaks in November (−3 cm/yr) and March (−1.8 cm/yr), respectively. The Arctic Ocean Periphery shows thinning above 2 cm/yr during all months but April, with a peak of −3.3 cm/yr in December. The Parry Channel, which is part of the Northwest Passage and relevant for shipping, shows weaker thinning trends, but with high yearly variability. The sea ice thickness proxy product gives, for the first time, the opportunity to study long-term trends and variability in sea ice thickness in the Canadian Arctic, including the narrow channels in the Canadian Arctic Archipelago. Article in Journal/Newspaper Arctic Archipelago Arctic Arctic Ocean Baffin Bay Baffin Bay Baffin Beaufort Sea Canadian Arctic Archipelago Northwest passage Parry Channel Sea ice Niedersächsisches Online-Archiv NOA Arctic Arctic Ocean Baffin Bay Canadian Arctic Archipelago Northwest Passage Parry ENVELOPE(-62.417,-62.417,-64.283,-64.283)
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Glissenaar, Isolde A.
Landy, Jack C.
Babb, David G.
Dawson, Geoffrey J.
Howell, Stephen E.L.
A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
topic_facet article
Verlagsveröffentlichung
description This study presents a long-term winter sea ice thickness proxy-product for the Canadian Arctic based on a Random Forest Regression model trained on CryoSat-2 observations that provides 25 years of sea ice thickness in the Beaufort Sea, Baffin Bay, and, for the first time, the Canadian Arctic Archipelago. An evaluation of the product with in-situ sea ice thickness measurements shows that the presented sea ice thickness proxy product correctly estimates the magnitudes of the ice thickness and accurately captures spatial and temporal variability. The product estimates sea ice thickness within 30 to 50 cm uncertainty. The sea ice thickness proxy-product shows that sea ice is thinning over most of the Canadian Arctic, with a mean trend of −1.4 cm/year in April (corresponding to 35 cm thinning over the 25-year record), but that trends vary locally. The Beaufort Sea and Baffin Bay show significant negative trends during all months, though with peaks in November (−3 cm/yr) and March (−1.8 cm/yr), respectively. The Arctic Ocean Periphery shows thinning above 2 cm/yr during all months but April, with a peak of −3.3 cm/yr in December. The Parry Channel, which is part of the Northwest Passage and relevant for shipping, shows weaker thinning trends, but with high yearly variability. The sea ice thickness proxy product gives, for the first time, the opportunity to study long-term trends and variability in sea ice thickness in the Canadian Arctic, including the narrow channels in the Canadian Arctic Archipelago.
format Article in Journal/Newspaper
author Glissenaar, Isolde A.
Landy, Jack C.
Babb, David G.
Dawson, Geoffrey J.
Howell, Stephen E.L.
author_facet Glissenaar, Isolde A.
Landy, Jack C.
Babb, David G.
Dawson, Geoffrey J.
Howell, Stephen E.L.
author_sort Glissenaar, Isolde A.
title A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
title_short A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
title_full A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
title_fullStr A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
title_full_unstemmed A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
title_sort long-term proxy for sea ice thickness in the canadian arctic: 1996–2020
publisher Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/egusphere-2023-269
https://noa.gwlb.de/receive/cop_mods_00065120
https://egusphere.copernicus.org/preprints/egusphere-2023-269/egusphere-2023-269.pdf
long_lat ENVELOPE(-62.417,-62.417,-64.283,-64.283)
geographic Arctic
Arctic Ocean
Baffin Bay
Canadian Arctic Archipelago
Northwest Passage
Parry
geographic_facet Arctic
Arctic Ocean
Baffin Bay
Canadian Arctic Archipelago
Northwest Passage
Parry
genre Arctic Archipelago
Arctic
Arctic Ocean
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
genre_facet Arctic Archipelago
Arctic
Arctic Ocean
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
op_relation https://doi.org/10.5194/egusphere-2023-269
https://noa.gwlb.de/receive/cop_mods_00065120
https://egusphere.copernicus.org/preprints/egusphere-2023-269/egusphere-2023-269.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/restrictedAccess
op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/egusphere-2023-269
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