Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)

Melting of sea ice in the Arctic has accelerated due to global warming. The Fram Strait (FS) serves as a crucial pathway for sea ice export from the Arctic to the North Atlantic Ocean. Monitoring sea ice drift (SID) in the FS provides insight into how Arctic sea ice responds to the climate change. T...

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Published in:The Cryosphere
Main Authors: D. Lu, J. Liu, L. Shi, T. Zeng, B. Cheng, S. Wu, M. Wang
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2024
Subjects:
Online Access:https://doi.org/10.5194/tc-18-1419-2024
https://doaj.org/article/d81e9f489810473d8fc20ea7d38cd128
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spelling ftdoajarticles:oai:doaj.org/article:d81e9f489810473d8fc20ea7d38cd128 2024-09-15T18:02:21+00:00 Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D) D. Lu J. Liu L. Shi T. Zeng B. Cheng S. Wu M. Wang 2024-03-01T00:00:00Z https://doi.org/10.5194/tc-18-1419-2024 https://doaj.org/article/d81e9f489810473d8fc20ea7d38cd128 EN eng Copernicus Publications https://tc.copernicus.org/articles/18/1419/2024/tc-18-1419-2024.pdf https://doaj.org/toc/1994-0416 https://doaj.org/toc/1994-0424 doi:10.5194/tc-18-1419-2024 1994-0416 1994-0424 https://doaj.org/article/d81e9f489810473d8fc20ea7d38cd128 The Cryosphere, Vol 18, Pp 1419-1441 (2024) Environmental sciences GE1-350 Geology QE1-996.5 article 2024 ftdoajarticles https://doi.org/10.5194/tc-18-1419-2024 2024-08-05T17:49:44Z Melting of sea ice in the Arctic has accelerated due to global warming. The Fram Strait (FS) serves as a crucial pathway for sea ice export from the Arctic to the North Atlantic Ocean. Monitoring sea ice drift (SID) in the FS provides insight into how Arctic sea ice responds to the climate change. The SID has been retrieved from Sentinel-1 synthetic aperture radar (SAR), Advanced Very High Resolution Radiometer (AVHRR), Moderate Resolution Imaging Spectroradiometer (MODIS), and Advanced Microwave Scanning Radiometer for EOS (AMSR-E), and further exploration is needed for the retrieval of SID using optical imagery. In this paper, we retrieve SID in the FS using the Chinese HaiYang1-D (HY-1D) satellite equipped with the Coastal Zone Imager (CZI). A multi-template matching technique is employed to calculate the cross-correlation, and subpixel estimation is used to locate displacement vectors from the cross-correlation matrix. The dataset covering March to May 2021 was divided into hourly and daily intervals for analysis, and validation was performed using Copernicus Marine Environment Monitoring Service (CMEMS) SAR-based product and International Arctic Buoy Programme (IABP) buoy. A comparison with the CMEMS SID product revealed a high correlation with the daily interval dataset; however, due to the spatial and temporal variability in the sea ice motion, differences are observed with the hourly interval dataset. Additionally, validation with the IABP buoys yielded a velocity bias of −0.005 m s −1 and RMSE of 0.031 m s −1 for the daily interval dataset, along with a flow direction bias of 0.002 rad and RMSE of 0.009 rad, respectively. For the hourly interval dataset, the velocity bias was negligible (0 m s −1 ), with a RMSE of 0.036 m s −1 , while the flow direction bias was 0.003 rad, with a RMSE of 0.010 rad. In addition, during the validation with buoys, we found that the accuracy of retrieving the SID flow direction is distinctly interrelated with the sea ice displacement. Article in Journal/Newspaper Climate change Fram Strait Global warming North Atlantic Sea ice The Cryosphere Directory of Open Access Journals: DOAJ Articles The Cryosphere 18 3 1419 1441
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
D. Lu
J. Liu
L. Shi
T. Zeng
B. Cheng
S. Wu
M. Wang
Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
topic_facet Environmental sciences
GE1-350
Geology
QE1-996.5
description Melting of sea ice in the Arctic has accelerated due to global warming. The Fram Strait (FS) serves as a crucial pathway for sea ice export from the Arctic to the North Atlantic Ocean. Monitoring sea ice drift (SID) in the FS provides insight into how Arctic sea ice responds to the climate change. The SID has been retrieved from Sentinel-1 synthetic aperture radar (SAR), Advanced Very High Resolution Radiometer (AVHRR), Moderate Resolution Imaging Spectroradiometer (MODIS), and Advanced Microwave Scanning Radiometer for EOS (AMSR-E), and further exploration is needed for the retrieval of SID using optical imagery. In this paper, we retrieve SID in the FS using the Chinese HaiYang1-D (HY-1D) satellite equipped with the Coastal Zone Imager (CZI). A multi-template matching technique is employed to calculate the cross-correlation, and subpixel estimation is used to locate displacement vectors from the cross-correlation matrix. The dataset covering March to May 2021 was divided into hourly and daily intervals for analysis, and validation was performed using Copernicus Marine Environment Monitoring Service (CMEMS) SAR-based product and International Arctic Buoy Programme (IABP) buoy. A comparison with the CMEMS SID product revealed a high correlation with the daily interval dataset; however, due to the spatial and temporal variability in the sea ice motion, differences are observed with the hourly interval dataset. Additionally, validation with the IABP buoys yielded a velocity bias of −0.005 m s −1 and RMSE of 0.031 m s −1 for the daily interval dataset, along with a flow direction bias of 0.002 rad and RMSE of 0.009 rad, respectively. For the hourly interval dataset, the velocity bias was negligible (0 m s −1 ), with a RMSE of 0.036 m s −1 , while the flow direction bias was 0.003 rad, with a RMSE of 0.010 rad. In addition, during the validation with buoys, we found that the accuracy of retrieving the SID flow direction is distinctly interrelated with the sea ice displacement.
format Article in Journal/Newspaper
author D. Lu
J. Liu
L. Shi
T. Zeng
B. Cheng
S. Wu
M. Wang
author_facet D. Lu
J. Liu
L. Shi
T. Zeng
B. Cheng
S. Wu
M. Wang
author_sort D. Lu
title Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
title_short Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
title_full Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
title_fullStr Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
title_full_unstemmed Retrieval of sea ice drift in the Fram Strait based on data from Chinese satellite HaiYang (HY-1D)
title_sort retrieval of sea ice drift in the fram strait based on data from chinese satellite haiyang (hy-1d)
publisher Copernicus Publications
publishDate 2024
url https://doi.org/10.5194/tc-18-1419-2024
https://doaj.org/article/d81e9f489810473d8fc20ea7d38cd128
genre Climate change
Fram Strait
Global warming
North Atlantic
Sea ice
The Cryosphere
genre_facet Climate change
Fram Strait
Global warming
North Atlantic
Sea ice
The Cryosphere
op_source The Cryosphere, Vol 18, Pp 1419-1441 (2024)
op_relation https://tc.copernicus.org/articles/18/1419/2024/tc-18-1419-2024.pdf
https://doaj.org/toc/1994-0416
https://doaj.org/toc/1994-0424
doi:10.5194/tc-18-1419-2024
1994-0416
1994-0424
https://doaj.org/article/d81e9f489810473d8fc20ea7d38cd128
op_doi https://doi.org/10.5194/tc-18-1419-2024
container_title The Cryosphere
container_volume 18
container_issue 3
container_start_page 1419
op_container_end_page 1441
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