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 covering monthly to weekly time spans derived from the images of...

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Main Authors: Li, Rongxing, Cheng, Yuan, Cui, Haotian, Xia, Menglian, Yuan, Xiaohan, Li, Zhen, Qiao, Gang
Format: Text
Language:English
Published: 2021
Subjects:
Online Access:https://doi.org/10.5194/tc-2021-183
https://tc.copernicus.org/preprints/tc-2021-183/
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spelling ftcopernicus:oai:publications.copernicus.org:tcd95477 2023-05-15T14:02:17+02:00 Overestimation and Adjustment of Antarctic Ice Flow Velocity Fields Reconstructed from Historical Satellite Imagery Li, Rongxing Cheng, Yuan Cui, Haotian Xia, Menglian Yuan, Xiaohan Li, Zhen Qiao, Gang 2021-08-17 application/pdf https://doi.org/10.5194/tc-2021-183 https://tc.copernicus.org/preprints/tc-2021-183/ eng eng doi:10.5194/tc-2021-183 https://tc.copernicus.org/preprints/tc-2021-183/ eISSN: 1994-0424 Text 2021 ftcopernicus https://doi.org/10.5194/tc-2021-183 2021-08-23T16:22:29Z 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 covering monthly to weekly time spans derived from the images of optical imaging satellites taken in recent decades, 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 in such long-term maps that can reach from ~69 m a −1 (7-year span) in Totten Glacier, East Antarctica, up to ~930 m a −1 (10-year span) in Pine Island, West Antarctica. We propose an innovative Lagrangian velocity-based method for overestimation 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 Totten 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 69 m a −1 for Totten Glacier can be effectively corrected. Furthermore, temporal acceleration information, e.g., on calving events, is preserved in the corrected velocity maps and can be used for long-term ice flow dynamics analysis. We recommend that overestimations of more than the velocity mapping uncertainty (1σ) be corrected. This velocity overestimation correction method can be applied to the production of regional and ice sheet-wide historical velocity maps from long-term satellite images. Text Antarc* Antarctic Antarctica David Glacier East Antarctica Ice Sheet Pine Island Totten Glacier West Antarctica Copernicus Publications: E-Journals Antarctic David Glacier ENVELOPE(160.000,160.000,-75.333,-75.333) East Antarctica The Antarctic Totten Glacier ENVELOPE(116.333,116.333,-66.833,-66.833) West Antarctica
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
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 covering monthly to weekly time spans derived from the images of optical imaging satellites taken in recent decades, 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 in such long-term maps that can reach from ~69 m a −1 (7-year span) in Totten Glacier, East Antarctica, up to ~930 m a −1 (10-year span) in Pine Island, West Antarctica. We propose an innovative Lagrangian velocity-based method for overestimation 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 Totten 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 69 m a −1 for Totten Glacier can be effectively corrected. Furthermore, temporal acceleration information, e.g., on calving events, is preserved in the corrected velocity maps and can be used for long-term ice flow dynamics analysis. We recommend that overestimations of more than the velocity mapping uncertainty (1σ) be corrected. This velocity overestimation correction method can be applied to the production of regional and ice sheet-wide historical velocity maps from long-term satellite images.
format Text
author Li, Rongxing
Cheng, Yuan
Cui, Haotian
Xia, Menglian
Yuan, Xiaohan
Li, Zhen
Qiao, Gang
spellingShingle Li, Rongxing
Cheng, Yuan
Cui, Haotian
Xia, Menglian
Yuan, Xiaohan
Li, Zhen
Qiao, Gang
Overestimation and Adjustment of Antarctic Ice Flow Velocity Fields Reconstructed from Historical Satellite Imagery
author_facet Li, Rongxing
Cheng, Yuan
Cui, Haotian
Xia, Menglian
Yuan, Xiaohan
Li, Zhen
Qiao, Gang
author_sort Li, Rongxing
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
publishDate 2021
url https://doi.org/10.5194/tc-2021-183
https://tc.copernicus.org/preprints/tc-2021-183/
long_lat ENVELOPE(160.000,160.000,-75.333,-75.333)
ENVELOPE(116.333,116.333,-66.833,-66.833)
geographic Antarctic
David Glacier
East Antarctica
The Antarctic
Totten Glacier
West Antarctica
geographic_facet Antarctic
David Glacier
East Antarctica
The Antarctic
Totten Glacier
West Antarctica
genre Antarc*
Antarctic
Antarctica
David Glacier
East Antarctica
Ice Sheet
Pine Island
Totten Glacier
West Antarctica
genre_facet Antarc*
Antarctic
Antarctica
David Glacier
East Antarctica
Ice Sheet
Pine Island
Totten Glacier
West Antarctica
op_source eISSN: 1994-0424
op_relation doi:10.5194/tc-2021-183
https://tc.copernicus.org/preprints/tc-2021-183/
op_doi https://doi.org/10.5194/tc-2021-183
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