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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Published in:The Cryosphere
Main Authors: I. A. Glissenaar, J. C. Landy, D. G. Babb, G. J. Dawson, S. E. L. Howell
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/tc-17-3269-2023
https://doaj.org/article/0d01bb7daa744a858ead324207c559e4
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spelling ftdoajarticles:oai:doaj.org/article:0d01bb7daa744a858ead324207c559e4 2023-09-05T13:15:59+02:00 A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020 I. A. Glissenaar J. C. Landy D. G. Babb G. J. Dawson S. E. L. Howell 2023-08-01T00:00:00Z https://doi.org/10.5194/tc-17-3269-2023 https://doaj.org/article/0d01bb7daa744a858ead324207c559e4 EN eng Copernicus Publications https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-17-3269-2023 1994-0416 1994-0424 https://doaj.org/article/0d01bb7daa744a858ead324207c559e4 The Cryosphere, Vol 17, Pp 3269-3289 (2023) Environmental sciences GE1-350 Geology QE1-996.5 article 2023 ftdoajarticles https://doi.org/10.5194/tc-17-3269-2023 2023-08-20T00:35:33Z 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 Directory of Open Access Journals: DOAJ Articles Arctic Baffin Bay Canadian Arctic Archipelago Northwest Passage Parry ENVELOPE(-62.417,-62.417,-64.283,-64.283) The Cryosphere 17 8 3269 3289
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
I. A. Glissenaar
J. C. Landy
D. G. Babb
G. J. Dawson
S. E. L. Howell
A long-term proxy for sea ice thickness in the Canadian Arctic: 1996–2020
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
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 I. A. Glissenaar
J. C. Landy
D. G. Babb
G. J. Dawson
S. E. L. Howell
author_facet I. A. Glissenaar
J. C. Landy
D. G. Babb
G. J. Dawson
S. E. L. Howell
author_sort I. A. Glissenaar
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://doaj.org/article/0d01bb7daa744a858ead324207c559e4
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_source The Cryosphere, Vol 17, Pp 3269-3289 (2023)
op_relation https://tc.copernicus.org/articles/17/3269/2023/tc-17-3269-2023.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-17-3269-2023
1994-0416
1994-0424
https://doaj.org/article/0d01bb7daa744a858ead324207c559e4
op_doi https://doi.org/10.5194/tc-17-3269-2023
container_title The Cryosphere
container_volume 17
container_issue 8
container_start_page 3269
op_container_end_page 3289
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