Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery

Supraglacial lakes are an important component of the Greenland Ice Sheet's mass balance and hydrology, with their drainage affecting ice dynamics. This study uses imagery from the recently launched Sentinel-1A Synthetic Aperture Radar (SAR) satellite to investigate supraglacial lakes in West Gr...

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Published in:Frontiers in Earth Science
Main Authors: Katie E. Miles, Ian C. Willis, Corinne L. Benedek, Andrew G. Williamson, Marco Tedesco
Format: Article in Journal/Newspaper
Language:English
Published: Frontiers Media S.A. 2017
Subjects:
Q
Online Access:https://doi.org/10.3389/feart.2017.00058
https://doaj.org/article/cc591fde5868433790f87b831ebdb577
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spelling ftdoajarticles:oai:doaj.org/article:cc591fde5868433790f87b831ebdb577 2023-05-15T16:26:17+02:00 Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery Katie E. Miles Ian C. Willis Corinne L. Benedek Andrew G. Williamson Marco Tedesco 2017-07-01T00:00:00Z https://doi.org/10.3389/feart.2017.00058 https://doaj.org/article/cc591fde5868433790f87b831ebdb577 EN eng Frontiers Media S.A. http://journal.frontiersin.org/article/10.3389/feart.2017.00058/full https://doaj.org/toc/2296-6463 2296-6463 doi:10.3389/feart.2017.00058 https://doaj.org/article/cc591fde5868433790f87b831ebdb577 Frontiers in Earth Science, Vol 5 (2017) Greenland hydrology supraglacial lakes drainage satellite remote sensing Sentinel-1 Science Q article 2017 ftdoajarticles https://doi.org/10.3389/feart.2017.00058 2022-12-31T00:37:04Z Supraglacial lakes are an important component of the Greenland Ice Sheet's mass balance and hydrology, with their drainage affecting ice dynamics. This study uses imagery from the recently launched Sentinel-1A Synthetic Aperture Radar (SAR) satellite to investigate supraglacial lakes in West Greenland. A semi-automated algorithm is developed to detect surface lakes from Sentinel-1 images during the 2015 summer. A combined Landsat-8 and Sentinel-1 dataset, which has a comparable temporal resolution to MODIS (3 days vs. daily) but a higher spatial resolution (25–40 vs. 250–500 m), is then used together with a fully automated lake drainage detection algorithm. Rapid (<4 days) and slow (>4 days) drainages are investigated for both small (<0.125 km2, the minimum size detectable by MODIS) and large (≥0.125 km2) lakes through the summer. Drainage events of small lakes occur at lower elevations (mean 159 m), and slightly earlier (mean 4.5 days) in the melt season than those of large lakes. The analysis is extended manually into the early winter to calculate the dates and elevations of lake freeze-through more precisely than is possible with optical imagery (mean 30 August; 1,270 m mean elevation). Finally, the Sentinel-1 imagery is used to detect subsurface lakes and, for the first time, their dates of appearance and freeze-through (mean 9 August and 7 October, respectively). These subsurface lakes occur at higher elevations than the surface lakes detected in this study (mean 1,593 and 1,185 m, respectively). Sentinel-1 imagery therefore provides great potential for tracking melting, water movement and freezing within both the firn zone and ablation area of the Greenland Ice Sheet. Article in Journal/Newspaper Greenland Ice Sheet Directory of Open Access Journals: DOAJ Articles Greenland The Sentinel ENVELOPE(73.317,73.317,-52.983,-52.983) Frontiers in Earth Science 5
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Greenland
hydrology
supraglacial lakes
drainage
satellite remote sensing
Sentinel-1
Science
Q
spellingShingle Greenland
hydrology
supraglacial lakes
drainage
satellite remote sensing
Sentinel-1
Science
Q
Katie E. Miles
Ian C. Willis
Corinne L. Benedek
Andrew G. Williamson
Marco Tedesco
Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
topic_facet Greenland
hydrology
supraglacial lakes
drainage
satellite remote sensing
Sentinel-1
Science
Q
description Supraglacial lakes are an important component of the Greenland Ice Sheet's mass balance and hydrology, with their drainage affecting ice dynamics. This study uses imagery from the recently launched Sentinel-1A Synthetic Aperture Radar (SAR) satellite to investigate supraglacial lakes in West Greenland. A semi-automated algorithm is developed to detect surface lakes from Sentinel-1 images during the 2015 summer. A combined Landsat-8 and Sentinel-1 dataset, which has a comparable temporal resolution to MODIS (3 days vs. daily) but a higher spatial resolution (25–40 vs. 250–500 m), is then used together with a fully automated lake drainage detection algorithm. Rapid (<4 days) and slow (>4 days) drainages are investigated for both small (<0.125 km2, the minimum size detectable by MODIS) and large (≥0.125 km2) lakes through the summer. Drainage events of small lakes occur at lower elevations (mean 159 m), and slightly earlier (mean 4.5 days) in the melt season than those of large lakes. The analysis is extended manually into the early winter to calculate the dates and elevations of lake freeze-through more precisely than is possible with optical imagery (mean 30 August; 1,270 m mean elevation). Finally, the Sentinel-1 imagery is used to detect subsurface lakes and, for the first time, their dates of appearance and freeze-through (mean 9 August and 7 October, respectively). These subsurface lakes occur at higher elevations than the surface lakes detected in this study (mean 1,593 and 1,185 m, respectively). Sentinel-1 imagery therefore provides great potential for tracking melting, water movement and freezing within both the firn zone and ablation area of the Greenland Ice Sheet.
format Article in Journal/Newspaper
author Katie E. Miles
Ian C. Willis
Corinne L. Benedek
Andrew G. Williamson
Marco Tedesco
author_facet Katie E. Miles
Ian C. Willis
Corinne L. Benedek
Andrew G. Williamson
Marco Tedesco
author_sort Katie E. Miles
title Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
title_short Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
title_full Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
title_fullStr Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
title_full_unstemmed Toward Monitoring Surface and Subsurface Lakes on the Greenland Ice Sheet Using Sentinel-1 SAR and Landsat-8 OLI Imagery
title_sort toward monitoring surface and subsurface lakes on the greenland ice sheet using sentinel-1 sar and landsat-8 oli imagery
publisher Frontiers Media S.A.
publishDate 2017
url https://doi.org/10.3389/feart.2017.00058
https://doaj.org/article/cc591fde5868433790f87b831ebdb577
long_lat ENVELOPE(73.317,73.317,-52.983,-52.983)
geographic Greenland
The Sentinel
geographic_facet Greenland
The Sentinel
genre Greenland
Ice Sheet
genre_facet Greenland
Ice Sheet
op_source Frontiers in Earth Science, Vol 5 (2017)
op_relation http://journal.frontiersin.org/article/10.3389/feart.2017.00058/full
https://doaj.org/toc/2296-6463
2296-6463
doi:10.3389/feart.2017.00058
https://doaj.org/article/cc591fde5868433790f87b831ebdb577
op_doi https://doi.org/10.3389/feart.2017.00058
container_title Frontiers in Earth Science
container_volume 5
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