Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges

Surface melt is an important driver of ice shelf disintegration and its consequent mass loss over the Antarctic Ice Sheet. Monitoring surface melt using satellite remote sensing can enhance our understanding of ice shelf stability. However, the sensors do not measure the actual physical process of s...

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Published in:IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
Main Authors: de Roda Husman, S. (author), Hu, Zhongyang (author), Wouters, B. (author), Munneke, Peter Kuipers (author), Veldhuijsen, Sanne (author), Lhermitte, S.L.M. (author)
Format: Article in Journal/Newspaper
Language:English
Published: 2022
Subjects:
Online Access:http://resolver.tudelft.nl/uuid:96c4918b-4df6-4135-bff4-e9121e11a245
https://doi.org/10.1109/JSTARS.2022.3216953
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spelling fttudelft:oai:tudelft.nl:uuid:96c4918b-4df6-4135-bff4-e9121e11a245 2024-02-11T09:56:12+01:00 Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges de Roda Husman, S. (author) Hu, Zhongyang (author) Wouters, B. (author) Munneke, Peter Kuipers (author) Veldhuijsen, Sanne (author) Lhermitte, S.L.M. (author) 2022 http://resolver.tudelft.nl/uuid:96c4918b-4df6-4135-bff4-e9121e11a245 https://doi.org/10.1109/JSTARS.2022.3216953 en eng http://www.scopus.com/inward/record.url?scp=85141517353&partnerID=8YFLogxK IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing--1939-1404--af1f29ba-548e-4319-804e-dae0f7099597 http://resolver.tudelft.nl/uuid:96c4918b-4df6-4135-bff4-e9121e11a245 https://doi.org/10.1109/JSTARS.2022.3216953 © 2022 S. de Roda Husman, Zhongyang Hu, B. Wouters, Peter Kuipers Munneke, Sanne Veldhuijsen, S.L.M. Lhermitte Antarctic Ice Sheet Antarctica Earth Observation ice shelves Land surface melt detection multi-source remote sensing Ocean temperature polar regions satellite observations Sea surface Sensors Surface topography Surface treatment journal article 2022 fttudelft https://doi.org/10.1109/JSTARS.2022.3216953 2024-01-24T23:34:23Z Surface melt is an important driver of ice shelf disintegration and its consequent mass loss over the Antarctic Ice Sheet. Monitoring surface melt using satellite remote sensing can enhance our understanding of ice shelf stability. However, the sensors do not measure the actual physical process of surface melt, but rather observe the presence of liquid water. Moreover, the sensor observations are influenced by the sensor characteristics and surface properties. Therefore, large inconsistencies can exist in the derived melt estimates from different sensors. In this study, we apply state-of-the-art melt detection algorithms to four frequently used remote sensing sensors, i.e., two active microwave sensors, which are Advanced Scatterometer (ASCAT) and Sentinel-1, a passive microwave sensor, i.e., Special Sensor Microwave Imager/Sounder (SSMIS), and an optical sensor, i.e., Moderate Resolution Imaging Spectroradiometer (MODIS). We intercompare the melt detection results over the entire Antarctic Ice Sheet and four selected study regions for the melt seasons 2015-2020. Our results show large spatiotemporal differences in detected melt between the sensors, with particular disagreement in blue ice areas, in aquifer regions, and during wintertime surface melt. We discuss that discrepancies between sensors are mainly due to cloud obstruction and polar darkness, frequency-dependent penetration of satellite signals, temporal resolution, and spatial resolution, as well as the applied melt detection methods. Nevertheless, we argue that different sensors can complement each other, enabling improved detection of surface melt over the Antarctic Ice Sheet. Physical and Space Geodesy Mathematical Geodesy and Positioning Article in Journal/Newspaper Antarc* Antarctic Antarctica Ice Sheet Ice Shelf Ice Shelves Delft University of Technology: Institutional Repository Antarctic The Antarctic IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16 2462 2480
institution Open Polar
collection Delft University of Technology: Institutional Repository
op_collection_id fttudelft
language English
topic Antarctic Ice Sheet
Antarctica
Earth Observation
ice shelves
Land surface
melt detection
multi-source remote sensing
Ocean temperature
polar regions
satellite observations
Sea surface
Sensors
Surface topography
Surface treatment
spellingShingle Antarctic Ice Sheet
Antarctica
Earth Observation
ice shelves
Land surface
melt detection
multi-source remote sensing
Ocean temperature
polar regions
satellite observations
Sea surface
Sensors
Surface topography
Surface treatment
de Roda Husman, S. (author)
Hu, Zhongyang (author)
Wouters, B. (author)
Munneke, Peter Kuipers (author)
Veldhuijsen, Sanne (author)
Lhermitte, S.L.M. (author)
Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
topic_facet Antarctic Ice Sheet
Antarctica
Earth Observation
ice shelves
Land surface
melt detection
multi-source remote sensing
Ocean temperature
polar regions
satellite observations
Sea surface
Sensors
Surface topography
Surface treatment
description Surface melt is an important driver of ice shelf disintegration and its consequent mass loss over the Antarctic Ice Sheet. Monitoring surface melt using satellite remote sensing can enhance our understanding of ice shelf stability. However, the sensors do not measure the actual physical process of surface melt, but rather observe the presence of liquid water. Moreover, the sensor observations are influenced by the sensor characteristics and surface properties. Therefore, large inconsistencies can exist in the derived melt estimates from different sensors. In this study, we apply state-of-the-art melt detection algorithms to four frequently used remote sensing sensors, i.e., two active microwave sensors, which are Advanced Scatterometer (ASCAT) and Sentinel-1, a passive microwave sensor, i.e., Special Sensor Microwave Imager/Sounder (SSMIS), and an optical sensor, i.e., Moderate Resolution Imaging Spectroradiometer (MODIS). We intercompare the melt detection results over the entire Antarctic Ice Sheet and four selected study regions for the melt seasons 2015-2020. Our results show large spatiotemporal differences in detected melt between the sensors, with particular disagreement in blue ice areas, in aquifer regions, and during wintertime surface melt. We discuss that discrepancies between sensors are mainly due to cloud obstruction and polar darkness, frequency-dependent penetration of satellite signals, temporal resolution, and spatial resolution, as well as the applied melt detection methods. Nevertheless, we argue that different sensors can complement each other, enabling improved detection of surface melt over the Antarctic Ice Sheet. Physical and Space Geodesy Mathematical Geodesy and Positioning
format Article in Journal/Newspaper
author de Roda Husman, S. (author)
Hu, Zhongyang (author)
Wouters, B. (author)
Munneke, Peter Kuipers (author)
Veldhuijsen, Sanne (author)
Lhermitte, S.L.M. (author)
author_facet de Roda Husman, S. (author)
Hu, Zhongyang (author)
Wouters, B. (author)
Munneke, Peter Kuipers (author)
Veldhuijsen, Sanne (author)
Lhermitte, S.L.M. (author)
author_sort de Roda Husman, S. (author)
title Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
title_short Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
title_full Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
title_fullStr Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
title_full_unstemmed Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
title_sort remote sensing of surface melt on antarctica: opportunities and challenges
publishDate 2022
url http://resolver.tudelft.nl/uuid:96c4918b-4df6-4135-bff4-e9121e11a245
https://doi.org/10.1109/JSTARS.2022.3216953
geographic Antarctic
The Antarctic
geographic_facet Antarctic
The Antarctic
genre Antarc*
Antarctic
Antarctica
Ice Sheet
Ice Shelf
Ice Shelves
genre_facet Antarc*
Antarctic
Antarctica
Ice Sheet
Ice Shelf
Ice Shelves
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IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing--1939-1404--af1f29ba-548e-4319-804e-dae0f7099597
http://resolver.tudelft.nl/uuid:96c4918b-4df6-4135-bff4-e9121e11a245
https://doi.org/10.1109/JSTARS.2022.3216953
op_rights © 2022 S. de Roda Husman, Zhongyang Hu, B. Wouters, Peter Kuipers Munneke, Sanne Veldhuijsen, S.L.M. Lhermitte
op_doi https://doi.org/10.1109/JSTARS.2022.3216953
container_title IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing
container_volume 16
container_start_page 2462
op_container_end_page 2480
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