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

IF 4.4 2区 地球科学 Q1 GEOGRAPHY, PHYSICAL Cryosphere Pub Date : 2023-08-15 DOI:10.5194/tc-17-3269-2023
I. Glissenaar, J. Landy, D. Babb, G. Dawson, S. Howell
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Abstract

Abstract. 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.
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加拿大北极海冰厚度的长期指标:1996-2020
摘要这项研究基于随机森林回归模型,提出了加拿大北极冬季海冰厚度的长期代理产品,该模型应用于冰图和散射仪数据,并在CryoSat-2观测上进行了训练,以及应用冰类型——使用泛北冰洋冰洋建模和同化系统(PIOMAS)进行海冰厚度校正——首次提供了波弗特海、巴芬湾和加拿大北极群岛25年的海冰厚度。通过现场海冰厚度测量对该产品进行的评估表明,所提出的海冰厚度代理产品正确地估计了冰厚度的大小,并准确地捕捉了空间和时间变化。该产品估计海冰厚度在30到50之间 cm模型的不确定性。海冰厚度代理产品显示,加拿大北极大部分地区的海冰正在变薄,平均趋势为-0.82 厘米 整个研究区域的4月1年(对应21年 在25年的记录中变薄了厘米),但这种趋势在当地有所不同。波弗特海和巴芬湾在所有月份都呈现出显著的负面趋势,尽管在11月达到峰值(-2.8 厘米 1年)和4月(-1.5 厘米 yr−1)。帕里海峡是西北航道的一部分,与航运有关,秋季明显变薄。海冰厚度代理产品首次为研究加拿大北极海冰厚度的长期趋势和变化提供了机会,包括加拿大北极群岛的狭窄航道。
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来源期刊
Cryosphere
Cryosphere GEOGRAPHY, PHYSICAL-GEOSCIENCES, MULTIDISCIPLINARY
CiteScore
8.70
自引率
17.30%
发文量
240
审稿时长
4-8 weeks
期刊介绍: The Cryosphere (TC) is a not-for-profit international scientific journal dedicated to the publication and discussion of research articles, short communications, and review papers on all aspects of frozen water and ground on Earth and on other planetary bodies. The main subject areas are the following: ice sheets and glaciers; planetary ice bodies; permafrost and seasonally frozen ground; seasonal snow cover; sea ice; river and lake ice; remote sensing, numerical modelling, in situ and laboratory studies of the above and including studies of the interaction of the cryosphere with the rest of the climate system.
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