Sentinel-1 detection of ice slabs on the Greenland Ice Sheet

Ice slabs are multi-meter-thick layers of refrozen ice that limit meltwater storage in firn, leading to enhanced surface runoff and ice sheet mass loss. To date, ice slabs have primarily been mapped using airborne ice-penetrating radar, which has limited spatial and temporal coverage. This makes it...

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Published in:The Cryosphere
Main Authors: Culberg, Riley, Michaelides, Roger J., Miller, Julie Z.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2024
Subjects:
Online Access:https://doi.org/10.5194/tc-18-2531-2024
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00073775 2024-06-23T07:53:15+00:00 Sentinel-1 detection of ice slabs on the Greenland Ice Sheet Culberg, Riley Michaelides, Roger J. Miller, Julie Z. 2024-05 electronic https://doi.org/10.5194/tc-18-2531-2024 https://noa.gwlb.de/receive/cop_mods_00073775 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00071920/tc-18-2531-2024.pdf https://tc.copernicus.org/articles/18/2531/2024/tc-18-2531-2024.pdf eng eng Copernicus Publications The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424 https://doi.org/10.5194/tc-18-2531-2024 https://noa.gwlb.de/receive/cop_mods_00073775 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00071920/tc-18-2531-2024.pdf https://tc.copernicus.org/articles/18/2531/2024/tc-18-2531-2024.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2024 ftnonlinearchiv https://doi.org/10.5194/tc-18-2531-2024 2024-05-27T23:38:26Z Ice slabs are multi-meter-thick layers of refrozen ice that limit meltwater storage in firn, leading to enhanced surface runoff and ice sheet mass loss. To date, ice slabs have primarily been mapped using airborne ice-penetrating radar, which has limited spatial and temporal coverage. This makes it difficult to fully assess the current extent and continuity of ice slabs or to validate predictive models of ice slab evolution that are key to understanding their impact on Greenland's surface mass balance. Here, for the first time, we map the extent of ice slabs and superimposed ice facies across the entire Greenland Ice Sheet at 500 m resolution using dual-polarization Sentinel-1 (S-1) synthetic-aperture radar (SAR) data collected in winter 2016–2017. We do this by selecting empirical thresholds for the cross-polarized backscatter ratio and HV backscattered power that jointly optimize the agreement between airborne ice-penetrating radar data detections of ice slabs and the S-1 estimates of ice slab extent. Our results show that there is a strong correlation between C-band backscatter and the ice content of the upper ∼ 7 m of the firn column that enables ice slab mapping with S-1. Our new mapping shows that ice slabs are nearly continuous around the entire margin of the ice sheet. This includes regions in southwest Greenland where ice slabs have not been previously identified by ice-penetrating radar but where the S-1-inferred ice slab extent shows strong agreement with the extent of visible runoff mapped from optical imagery. The algorithm developed here lays the groundwork for the long-term monitoring of ice slab expansion with current and future C-band satellite systems and highlights the potential added value of future L-band missions for near-surface studies in Greenland. Article in Journal/Newspaper Greenland Ice Sheet The Cryosphere Niedersächsisches Online-Archiv NOA Greenland The Cryosphere 18 5 2531 2555
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Culberg, Riley
Michaelides, Roger J.
Miller, Julie Z.
Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
topic_facet article
Verlagsveröffentlichung
description Ice slabs are multi-meter-thick layers of refrozen ice that limit meltwater storage in firn, leading to enhanced surface runoff and ice sheet mass loss. To date, ice slabs have primarily been mapped using airborne ice-penetrating radar, which has limited spatial and temporal coverage. This makes it difficult to fully assess the current extent and continuity of ice slabs or to validate predictive models of ice slab evolution that are key to understanding their impact on Greenland's surface mass balance. Here, for the first time, we map the extent of ice slabs and superimposed ice facies across the entire Greenland Ice Sheet at 500 m resolution using dual-polarization Sentinel-1 (S-1) synthetic-aperture radar (SAR) data collected in winter 2016–2017. We do this by selecting empirical thresholds for the cross-polarized backscatter ratio and HV backscattered power that jointly optimize the agreement between airborne ice-penetrating radar data detections of ice slabs and the S-1 estimates of ice slab extent. Our results show that there is a strong correlation between C-band backscatter and the ice content of the upper ∼ 7 m of the firn column that enables ice slab mapping with S-1. Our new mapping shows that ice slabs are nearly continuous around the entire margin of the ice sheet. This includes regions in southwest Greenland where ice slabs have not been previously identified by ice-penetrating radar but where the S-1-inferred ice slab extent shows strong agreement with the extent of visible runoff mapped from optical imagery. The algorithm developed here lays the groundwork for the long-term monitoring of ice slab expansion with current and future C-band satellite systems and highlights the potential added value of future L-band missions for near-surface studies in Greenland.
format Article in Journal/Newspaper
author Culberg, Riley
Michaelides, Roger J.
Miller, Julie Z.
author_facet Culberg, Riley
Michaelides, Roger J.
Miller, Julie Z.
author_sort Culberg, Riley
title Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
title_short Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
title_full Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
title_fullStr Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
title_full_unstemmed Sentinel-1 detection of ice slabs on the Greenland Ice Sheet
title_sort sentinel-1 detection of ice slabs on the greenland ice sheet
publisher Copernicus Publications
publishDate 2024
url https://doi.org/10.5194/tc-18-2531-2024
https://noa.gwlb.de/receive/cop_mods_00073775
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00071920/tc-18-2531-2024.pdf
https://tc.copernicus.org/articles/18/2531/2024/tc-18-2531-2024.pdf
geographic Greenland
geographic_facet Greenland
genre Greenland
Ice Sheet
The Cryosphere
genre_facet Greenland
Ice Sheet
The Cryosphere
op_relation The Cryosphere -- ˜Theœ Cryosphere -- http://www.bibliothek.uni-regensburg.de/ezeit/?2393169 -- http://www.the-cryosphere.net/ -- 1994-0424
https://doi.org/10.5194/tc-18-2531-2024
https://noa.gwlb.de/receive/cop_mods_00073775
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00071920/tc-18-2531-2024.pdf
https://tc.copernicus.org/articles/18/2531/2024/tc-18-2531-2024.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/tc-18-2531-2024
container_title The Cryosphere
container_volume 18
container_issue 5
container_start_page 2531
op_container_end_page 2555
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