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: Sophie de Roda Husman, Zhongyang Hu, Bert Wouters, Peter Kuipers Munneke, Sanne Veldhuijsen, Stef Lhermitte
Format: Article in Journal/Newspaper
Language:English
Published: IEEE 2023
Subjects:
Online Access:https://doi.org/10.1109/JSTARS.2022.3216953
https://doaj.org/article/783b335db71543b9b7b05c9bd1a345a9
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spelling ftdoajarticles:oai:doaj.org/article:783b335db71543b9b7b05c9bd1a345a9 2023-05-15T14:07:42+02:00 Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges Sophie de Roda Husman Zhongyang Hu Bert Wouters Peter Kuipers Munneke Sanne Veldhuijsen Stef Lhermitte 2023-01-01T00:00:00Z https://doi.org/10.1109/JSTARS.2022.3216953 https://doaj.org/article/783b335db71543b9b7b05c9bd1a345a9 EN eng IEEE https://ieeexplore.ieee.org/document/9928323/ https://doaj.org/toc/2151-1535 2151-1535 doi:10.1109/JSTARS.2022.3216953 https://doaj.org/article/783b335db71543b9b7b05c9bd1a345a9 IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 16, Pp 2462-2480 (2023) Antarctic Ice Sheet Earth observation ice shelves melt detection multisource remote sensing polar regions Ocean engineering TC1501-1800 Geophysics. Cosmic physics QC801-809 article 2023 ftdoajarticles https://doi.org/10.1109/JSTARS.2022.3216953 2023-03-19T01:32:11Z 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. Article in Journal/Newspaper Antarc* Antarctic Antarctica Ice Sheet Ice Shelf Ice Shelves Directory of Open Access Journals: DOAJ Articles Antarctic The Antarctic IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 16 2462 2480
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Antarctic Ice Sheet
Earth observation
ice shelves
melt detection
multisource remote sensing
polar regions
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
spellingShingle Antarctic Ice Sheet
Earth observation
ice shelves
melt detection
multisource remote sensing
polar regions
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
Sophie de Roda Husman
Zhongyang Hu
Bert Wouters
Peter Kuipers Munneke
Sanne Veldhuijsen
Stef Lhermitte
Remote Sensing of Surface Melt on Antarctica: Opportunities and Challenges
topic_facet Antarctic Ice Sheet
Earth observation
ice shelves
melt detection
multisource remote sensing
polar regions
Ocean engineering
TC1501-1800
Geophysics. Cosmic physics
QC801-809
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.
format Article in Journal/Newspaper
author Sophie de Roda Husman
Zhongyang Hu
Bert Wouters
Peter Kuipers Munneke
Sanne Veldhuijsen
Stef Lhermitte
author_facet Sophie de Roda Husman
Zhongyang Hu
Bert Wouters
Peter Kuipers Munneke
Sanne Veldhuijsen
Stef Lhermitte
author_sort Sophie de Roda Husman
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
publisher IEEE
publishDate 2023
url https://doi.org/10.1109/JSTARS.2022.3216953
https://doaj.org/article/783b335db71543b9b7b05c9bd1a345a9
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
op_source IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, Vol 16, Pp 2462-2480 (2023)
op_relation https://ieeexplore.ieee.org/document/9928323/
https://doaj.org/toc/2151-1535
2151-1535
doi:10.1109/JSTARS.2022.3216953
https://doaj.org/article/783b335db71543b9b7b05c9bd1a345a9
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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