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 – applied to ice charts and scatterometer data, trained on CryoSat-2 observations, and applying an ice type–sea ice thickness correction using the Pan-Arctic Ice O...

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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/tc-17-3269-2023
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00068337 2023-09-05T13:15:59+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. 2023-08 electronic https://doi.org/10.5194/tc-17-3269-2023 https://noa.gwlb.de/receive/cop_mods_00068337 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066767/tc-17-3269-2023.pdf https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-17-3269-2023 https://noa.gwlb.de/receive/cop_mods_00068337 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066767/tc-17-3269-2023.pdf https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/tc-17-3269-2023 2023-08-20T23:20:20Z This study presents a long-term winter sea ice thickness proxy product for the Canadian Arctic based on a random forest regression model – applied to ice charts and scatterometer data, trained on CryoSat-2 observations, and applying an ice type–sea ice thickness correction using the Pan-Arctic Ice Ocean Modeling and Assimilation System (PIOMAS) – 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 from the model. The sea ice thickness proxy product shows that sea ice is thinning over most of the Canadian Arctic, with a mean trend of −0.82 cm yr−1 in April over the whole study area (corresponding to 21 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 (−2.8 cm yr−1) and April (−1.5 cm yr−1), respectively. The Parry Channel, which is part of the Northwest Passage and relevant for shipping, shows significant thinning in autumn. The sea ice thickness proxy product provides, 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 Baffin Bay Baffin Bay Baffin Beaufort Sea Canadian Arctic Archipelago Northwest passage Parry Channel Sea ice The Cryosphere Niedersächsisches Online-Archiv NOA Arctic 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 – applied to ice charts and scatterometer data, trained on CryoSat-2 observations, and applying an ice type–sea ice thickness correction using the Pan-Arctic Ice Ocean Modeling and Assimilation System (PIOMAS) – 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 from the model. The sea ice thickness proxy product shows that sea ice is thinning over most of the Canadian Arctic, with a mean trend of −0.82 cm yr−1 in April over the whole study area (corresponding to 21 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 (−2.8 cm yr−1) and April (−1.5 cm yr−1), respectively. The Parry Channel, which is part of the Northwest Passage and relevant for shipping, shows significant thinning in autumn. The sea ice thickness proxy product provides, 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/tc-17-3269-2023
https://noa.gwlb.de/receive/cop_mods_00068337
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066767/tc-17-3269-2023.pdf
https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf
long_lat ENVELOPE(-62.417,-62.417,-64.283,-64.283)
geographic Arctic
Baffin Bay
Canadian Arctic Archipelago
Northwest Passage
Parry
geographic_facet Arctic
Baffin Bay
Canadian Arctic Archipelago
Northwest Passage
Parry
genre Arctic Archipelago
Arctic
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
The Cryosphere
genre_facet Arctic Archipelago
Arctic
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
The Cryosphere
op_relation The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424
https://doi.org/10.5194/tc-17-3269-2023
https://noa.gwlb.de/receive/cop_mods_00068337
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066767/tc-17-3269-2023.pdf
https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/tc-17-3269-2023
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