Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery

Antarctic ice velocity maps describe the ice flow dynamics of the ice sheet and are one of the primary components used to estimate the Antarctic mass balance and contribution to global sea level changes. In comparison to velocity maps derived from recent satellite images of monthly to weekly time sp...

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Bibliographic Details
Published in:The Cryosphere
Main Authors: R. Li, Y. Cheng, H. Cui, M. Xia, X. Yuan, Z. Li, S. Luo, G. Qiao
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2022
Subjects:
geo
Online Access:https://doi.org/10.5194/tc-16-737-2022
https://tc.copernicus.org/articles/16/737/2022/tc-16-737-2022.pdf
https://doaj.org/article/cabf7f96df8c433296eb9f695e649ba4
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spelling fttriple:oai:gotriple.eu:oai:doaj.org/article:cabf7f96df8c433296eb9f695e649ba4 2023-05-15T13:32:52+02:00 Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery R. Li Y. Cheng H. Cui M. Xia X. Yuan Z. Li S. Luo G. Qiao 2022-03-01 https://doi.org/10.5194/tc-16-737-2022 https://tc.copernicus.org/articles/16/737/2022/tc-16-737-2022.pdf https://doaj.org/article/cabf7f96df8c433296eb9f695e649ba4 en eng Copernicus Publications doi:10.5194/tc-16-737-2022 1994-0416 1994-0424 https://tc.copernicus.org/articles/16/737/2022/tc-16-737-2022.pdf https://doaj.org/article/cabf7f96df8c433296eb9f695e649ba4 undefined The Cryosphere, Vol 16, Pp 737-760 (2022) geo envir Journal Article https://vocabularies.coar-repositories.org/resource_types/c_6501/ 2022 fttriple https://doi.org/10.5194/tc-16-737-2022 2023-01-22T17:50:56Z Antarctic ice velocity maps describe the ice flow dynamics of the ice sheet and are one of the primary components used to estimate the Antarctic mass balance and contribution to global sea level changes. In comparison to velocity maps derived from recent satellite images of monthly to weekly time spans, historical maps, from before the 1990s, generally cover longer time spans, e.g., over 10 years, due to the scarce spatial and temporal coverage of earlier satellite image data. We found velocity overestimations (OEs) in such long-span maps that can be mainly attributed to velocity gradients and time span of the images used. In general, they are less significant in slow-flowing grounded regions with low spatial accelerations. Instead, they take effect in places of high ice dynamics, for example, near grounding lines and often in ice shelf fronts. Velocities in these areas are important for estimating ice sheet mass balance and analyzing ice shelf instability. We propose an innovative Lagrangian velocity-based method for OE correction without the use of field observations or additional image data. The method is validated by using a set of ground truth velocity maps for the Totten Glacier and Pine Island Glacier which are produced from high-quality Landsat 8 images from 2013 to 2020. Subsequently, the validated method is applied to a historical velocity map of the David Glacier region from images from 1972–1989 acquired during Landsat 1, 4, and 5 satellite missions. It is demonstrated that velocity overestimations of up to 39 m a−1 for David Glacier and 195 m a−1 for Pine Island Glacier can be effectively corrected. Furthermore, temporal acceleration information, e.g., on basal melting and calving activities, is preserved in the corrected velocity maps and can be used for long-term ice flow dynamics analysis. Our experiment results in the Pine Island Glacier (PIG) show that OEs of a 15-year span can reach up to 1300 m a−1 along the grounding line and cause an overestimated grounding line (GL) flux of 11.5 Gt a−1 if ... Article in Journal/Newspaper Antarc* Antarctic David Glacier Ice Sheet Ice Shelf Pine Island Glacier The Cryosphere Totten Glacier Unknown Antarctic David Glacier ENVELOPE(160.000,160.000,-75.333,-75.333) Pine Island Glacier ENVELOPE(-101.000,-101.000,-75.000,-75.000) The Antarctic Totten Glacier ENVELOPE(116.333,116.333,-66.833,-66.833) The Cryosphere 16 2 737 760
institution Open Polar
collection Unknown
op_collection_id fttriple
language English
topic geo
envir
spellingShingle geo
envir
R. Li
Y. Cheng
H. Cui
M. Xia
X. Yuan
Z. Li
S. Luo
G. Qiao
Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
topic_facet geo
envir
description Antarctic ice velocity maps describe the ice flow dynamics of the ice sheet and are one of the primary components used to estimate the Antarctic mass balance and contribution to global sea level changes. In comparison to velocity maps derived from recent satellite images of monthly to weekly time spans, historical maps, from before the 1990s, generally cover longer time spans, e.g., over 10 years, due to the scarce spatial and temporal coverage of earlier satellite image data. We found velocity overestimations (OEs) in such long-span maps that can be mainly attributed to velocity gradients and time span of the images used. In general, they are less significant in slow-flowing grounded regions with low spatial accelerations. Instead, they take effect in places of high ice dynamics, for example, near grounding lines and often in ice shelf fronts. Velocities in these areas are important for estimating ice sheet mass balance and analyzing ice shelf instability. We propose an innovative Lagrangian velocity-based method for OE correction without the use of field observations or additional image data. The method is validated by using a set of ground truth velocity maps for the Totten Glacier and Pine Island Glacier which are produced from high-quality Landsat 8 images from 2013 to 2020. Subsequently, the validated method is applied to a historical velocity map of the David Glacier region from images from 1972–1989 acquired during Landsat 1, 4, and 5 satellite missions. It is demonstrated that velocity overestimations of up to 39 m a−1 for David Glacier and 195 m a−1 for Pine Island Glacier can be effectively corrected. Furthermore, temporal acceleration information, e.g., on basal melting and calving activities, is preserved in the corrected velocity maps and can be used for long-term ice flow dynamics analysis. Our experiment results in the Pine Island Glacier (PIG) show that OEs of a 15-year span can reach up to 1300 m a−1 along the grounding line and cause an overestimated grounding line (GL) flux of 11.5 Gt a−1 if ...
format Article in Journal/Newspaper
author R. Li
Y. Cheng
H. Cui
M. Xia
X. Yuan
Z. Li
S. Luo
G. Qiao
author_facet R. Li
Y. Cheng
H. Cui
M. Xia
X. Yuan
Z. Li
S. Luo
G. Qiao
author_sort R. Li
title Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
title_short Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
title_full Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
title_fullStr Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
title_full_unstemmed Overestimation and adjustment of Antarctic ice flow velocity fields reconstructed from historical satellite imagery
title_sort overestimation and adjustment of antarctic ice flow velocity fields reconstructed from historical satellite imagery
publisher Copernicus Publications
publishDate 2022
url https://doi.org/10.5194/tc-16-737-2022
https://tc.copernicus.org/articles/16/737/2022/tc-16-737-2022.pdf
https://doaj.org/article/cabf7f96df8c433296eb9f695e649ba4
long_lat ENVELOPE(160.000,160.000,-75.333,-75.333)
ENVELOPE(-101.000,-101.000,-75.000,-75.000)
ENVELOPE(116.333,116.333,-66.833,-66.833)
geographic Antarctic
David Glacier
Pine Island Glacier
The Antarctic
Totten Glacier
geographic_facet Antarctic
David Glacier
Pine Island Glacier
The Antarctic
Totten Glacier
genre Antarc*
Antarctic
David Glacier
Ice Sheet
Ice Shelf
Pine Island Glacier
The Cryosphere
Totten Glacier
genre_facet Antarc*
Antarctic
David Glacier
Ice Sheet
Ice Shelf
Pine Island Glacier
The Cryosphere
Totten Glacier
op_source The Cryosphere, Vol 16, Pp 737-760 (2022)
op_relation doi:10.5194/tc-16-737-2022
1994-0416
1994-0424
https://tc.copernicus.org/articles/16/737/2022/tc-16-737-2022.pdf
https://doaj.org/article/cabf7f96df8c433296eb9f695e649ba4
op_rights undefined
op_doi https://doi.org/10.5194/tc-16-737-2022
container_title The Cryosphere
container_volume 16
container_issue 2
container_start_page 737
op_container_end_page 760
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