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: 2023
Subjects:
Online Access:https://hdl.handle.net/1983/295dab40-756e-416e-8053-ad5209a106cc
https://research-information.bris.ac.uk/en/publications/295dab40-756e-416e-8053-ad5209a106cc
https://doi.org/10.5194/tc-17-3269-2023
https://doi.org/10.5194/egusphere-2023-269
id ftubristolcris:oai:research-information.bris.ac.uk:publications/295dab40-756e-416e-8053-ad5209a106cc
record_format openpolar
spelling ftubristolcris:oai:research-information.bris.ac.uk:publications/295dab40-756e-416e-8053-ad5209a106cc 2024-02-04T09:56:32+01:00 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. 2023-08-15 https://hdl.handle.net/1983/295dab40-756e-416e-8053-ad5209a106cc https://research-information.bris.ac.uk/en/publications/295dab40-756e-416e-8053-ad5209a106cc https://doi.org/10.5194/tc-17-3269-2023 https://doi.org/10.5194/egusphere-2023-269 eng eng info:eu-repo/semantics/openAccess Glissenaar , I A , Landy , J C , Babb , D G , Dawson , G J & Howell , S E L 2023 , ' A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020 ' , The Cryosphere , vol. 17 , no. 8 , pp. 3269-3289 . https://doi.org/10.5194/tc-17-3269-2023 sea ice Canadian Arctic ice charts article 2023 ftubristolcris https://doi.org/10.5194/tc-17-3269-202310.5194/egusphere-2023-269 2024-01-05T00:03:21Z 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 Arctic Archipelago Arctic Baffin Bay Baffin Bay Baffin Beaufort Sea Canadian Arctic Archipelago Northwest passage Parry Channel Sea ice The Cryosphere University of Bristol: Bristol Research Arctic Baffin Bay Canadian Arctic Archipelago Northwest Passage Parry ENVELOPE(-62.417,-62.417,-64.283,-64.283)
institution Open Polar
collection University of Bristol: Bristol Research
op_collection_id ftubristolcris
language English
topic sea ice
Canadian Arctic
ice charts
spellingShingle sea ice
Canadian Arctic
ice charts
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 sea ice
Canadian Arctic
ice charts
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
publishDate 2023
url https://hdl.handle.net/1983/295dab40-756e-416e-8053-ad5209a106cc
https://research-information.bris.ac.uk/en/publications/295dab40-756e-416e-8053-ad5209a106cc
https://doi.org/10.5194/tc-17-3269-2023
https://doi.org/10.5194/egusphere-2023-269
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
Arctic Archipelago
Arctic
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
The Cryosphere
genre_facet Arctic
Arctic Archipelago
Arctic
Baffin Bay
Baffin Bay
Baffin
Beaufort Sea
Canadian Arctic Archipelago
Northwest passage
Parry Channel
Sea ice
The Cryosphere
op_source Glissenaar , I A , Landy , J C , Babb , D G , Dawson , G J & Howell , S E L 2023 , ' A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020 ' , The Cryosphere , vol. 17 , no. 8 , pp. 3269-3289 . https://doi.org/10.5194/tc-17-3269-2023
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/tc-17-3269-202310.5194/egusphere-2023-269
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