Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery

Change of supraglacial lakes (SGLs) is an important hydrological activity on the Greenland ice sheet (GrIS), and storage and drainage of SGLs occur throughout the year. However, current studies tend to split SGL changes into melt/non-melt seasons, ignoring the effect of buried lakes in the explorati...

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Published in:Remote Sensing
Main Authors: Zhu, Dongyu, Zhou, Chunxia, Zhu, Yikai, Wang, Tao, Zhang, Ce
Format: Article in Journal/Newspaper
Language:English
Published: MDPI 2023
Subjects:
Online Access:http://nora.nerc.ac.uk/id/eprint/536523/
https://nora.nerc.ac.uk/id/eprint/536523/1/N536523JA.pdf
https://doi.org/10.3390/rs15245726
id ftnerc:oai:nora.nerc.ac.uk:536523
record_format openpolar
spelling ftnerc:oai:nora.nerc.ac.uk:536523 2024-01-21T10:06:24+01:00 Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery Zhu, Dongyu Zhou, Chunxia Zhu, Yikai Wang, Tao Zhang, Ce 2023-12-14 text http://nora.nerc.ac.uk/id/eprint/536523/ https://nora.nerc.ac.uk/id/eprint/536523/1/N536523JA.pdf https://doi.org/10.3390/rs15245726 en eng MDPI https://nora.nerc.ac.uk/id/eprint/536523/1/N536523JA.pdf Zhu, Dongyu; Zhou, Chunxia; Zhu, Yikai; Wang, Tao; Zhang, Ce orcid:0000-0001-5100-3584 . 2023 Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery [in special issue: Remote sensing of cryosphere and related processes] Remote Sensing, 15 (24), 5726. 16, pp. https://doi.org/10.3390/rs15245726 <https://doi.org/10.3390/rs15245726> cc_by_4 Earth Sciences Electronics Engineering and Technology Glaciology Publication - Article PeerReviewed 2023 ftnerc https://doi.org/10.3390/rs15245726 2023-12-22T00:03:11Z Change of supraglacial lakes (SGLs) is an important hydrological activity on the Greenland ice sheet (GrIS), and storage and drainage of SGLs occur throughout the year. However, current studies tend to split SGL changes into melt/non-melt seasons, ignoring the effect of buried lakes in the exploration of drainage, and the existing threshold-based approach to SGL extraction in a synthetic aperture radar (SAR) is influenced by the choice of the study area mask. In this study, a new method (Otsu–Canny–Otsu (OCO)), which accesses the features of SGLs on optical and SAR images objectively, is proposed for full-year SGL extraction with Google Earth Engine (GEE). The SGLs on the Petermann Glacier were monitored well by OCO throughout 2021, including buried lakes and more detailed rapid drainage events. Some SGLs’ extent varied minimally in a year (area varying by 10–25%) while some had very rapid drainage (a rapid drainage event from July 26 to 30). The SGL extraction results were influenced by factors such as the mode of polarization, the surface environment, and the depth of the lake. The OCO method can provide a more comprehensive analysis for SGL changes throughout the year. Article in Journal/Newspaper glacier Greenland Ice Sheet Petermann glacier Natural Environment Research Council: NERC Open Research Archive Greenland Remote Sensing 15 24 5726
institution Open Polar
collection Natural Environment Research Council: NERC Open Research Archive
op_collection_id ftnerc
language English
topic Earth Sciences
Electronics
Engineering and Technology
Glaciology
spellingShingle Earth Sciences
Electronics
Engineering and Technology
Glaciology
Zhu, Dongyu
Zhou, Chunxia
Zhu, Yikai
Wang, Tao
Zhang, Ce
Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
topic_facet Earth Sciences
Electronics
Engineering and Technology
Glaciology
description Change of supraglacial lakes (SGLs) is an important hydrological activity on the Greenland ice sheet (GrIS), and storage and drainage of SGLs occur throughout the year. However, current studies tend to split SGL changes into melt/non-melt seasons, ignoring the effect of buried lakes in the exploration of drainage, and the existing threshold-based approach to SGL extraction in a synthetic aperture radar (SAR) is influenced by the choice of the study area mask. In this study, a new method (Otsu–Canny–Otsu (OCO)), which accesses the features of SGLs on optical and SAR images objectively, is proposed for full-year SGL extraction with Google Earth Engine (GEE). The SGLs on the Petermann Glacier were monitored well by OCO throughout 2021, including buried lakes and more detailed rapid drainage events. Some SGLs’ extent varied minimally in a year (area varying by 10–25%) while some had very rapid drainage (a rapid drainage event from July 26 to 30). The SGL extraction results were influenced by factors such as the mode of polarization, the surface environment, and the depth of the lake. The OCO method can provide a more comprehensive analysis for SGL changes throughout the year.
format Article in Journal/Newspaper
author Zhu, Dongyu
Zhou, Chunxia
Zhu, Yikai
Wang, Tao
Zhang, Ce
author_facet Zhu, Dongyu
Zhou, Chunxia
Zhu, Yikai
Wang, Tao
Zhang, Ce
author_sort Zhu, Dongyu
title Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
title_short Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
title_full Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
title_fullStr Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
title_full_unstemmed Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
title_sort monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery
publisher MDPI
publishDate 2023
url http://nora.nerc.ac.uk/id/eprint/536523/
https://nora.nerc.ac.uk/id/eprint/536523/1/N536523JA.pdf
https://doi.org/10.3390/rs15245726
geographic Greenland
geographic_facet Greenland
genre glacier
Greenland
Ice Sheet
Petermann glacier
genre_facet glacier
Greenland
Ice Sheet
Petermann glacier
op_relation https://nora.nerc.ac.uk/id/eprint/536523/1/N536523JA.pdf
Zhu, Dongyu; Zhou, Chunxia; Zhu, Yikai; Wang, Tao; Zhang, Ce orcid:0000-0001-5100-3584 . 2023 Monitoring of supraglacial lake distribution and full-year changes using multisource time-series satellite imagery [in special issue: Remote sensing of cryosphere and related processes] Remote Sensing, 15 (24), 5726. 16, pp. https://doi.org/10.3390/rs15245726 <https://doi.org/10.3390/rs15245726>
op_rights cc_by_4
op_doi https://doi.org/10.3390/rs15245726
container_title Remote Sensing
container_volume 15
container_issue 24
container_start_page 5726
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