The distribution and evolution of surface fractures on pan-Antarctic ice shelves

Surface fractures have a great impact on ice shelf stability in Antarctica and can be considered precursors of ice shelf calving. However, our understanding of the spatial distribution and temporal evolution of surface fractures on the Antarctic ice shelf is limited. In this study, a ResUNet model w...

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Bibliographic Details
Published in:International Journal of Digital Earth
Main Authors: Ao Pang, Qi Liang, Weijia Li, Lei Zheng, Teng Li, Xiao Cheng
Format: Article in Journal/Newspaper
Language:English
Published: Taylor & Francis Group 2023
Subjects:
moa
Moa
Online Access:https://doi.org/10.1080/17538947.2023.2246436
https://doaj.org/article/e2e6cb61da7e459a9431427c4d1002b5
id ftdoajarticles:oai:doaj.org/article:e2e6cb61da7e459a9431427c4d1002b5
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spelling ftdoajarticles:oai:doaj.org/article:e2e6cb61da7e459a9431427c4d1002b5 2023-10-09T21:46:55+02:00 The distribution and evolution of surface fractures on pan-Antarctic ice shelves Ao Pang Qi Liang Weijia Li Lei Zheng Teng Li Xiao Cheng 2023-12-01T00:00:00Z https://doi.org/10.1080/17538947.2023.2246436 https://doaj.org/article/e2e6cb61da7e459a9431427c4d1002b5 EN eng Taylor & Francis Group http://dx.doi.org/10.1080/17538947.2023.2246436 https://doaj.org/toc/1753-8947 https://doaj.org/toc/1753-8955 1753-8947 1753-8955 doi:10.1080/17538947.2023.2246436 https://doaj.org/article/e2e6cb61da7e459a9431427c4d1002b5 International Journal of Digital Earth, Vol 16, Iss 1, Pp 3295-3320 (2023) surface fractures antarctic ice shelf resunet moa Mathematical geography. Cartography GA1-1776 article 2023 ftdoajarticles https://doi.org/10.1080/17538947.2023.2246436 2023-09-24T00:35:54Z Surface fractures have a great impact on ice shelf stability in Antarctica and can be considered precursors of ice shelf calving. However, our understanding of the spatial distribution and temporal evolution of surface fractures on the Antarctic ice shelf is limited. In this study, a ResUNet model was implemented on the Moderate Resolution Imaging Spectroradiometer (MODIS)-based Mosaic of Antarctica (MOA) to identify the spatial distribution of Antarctic ice shelf surface fractures in 2004, 2009, and 2014. The accuracy of identification had an F1 value of 0.771. Our model identified 44744.59$\; \pm \;$2619.61 km² of surface fractures in 2004, 43737.15$\; \pm \;$2644.60 km² in 2009, and 42978.67 $\pm \;$2639.33 km² in 2014. The reduction is primarily attributed to the variation in surface fractures within 20 km of the ice front, paratactically in the Amundsen and Wilkes sectors. Ice shelves in the Amundsen sector typically have a widespread distribution of surface fractures, with particularly high concentrations found in the Thwaites Ice Shelf, Crosson Ice Shelf and Getz Ice Shelf. The Brunt Ice Shelf also exhibits numerous surface fractures. This study provides comprehensive and detailed information about surface fractures on Antarctic ice shelves, carrying implications for evaluating ice shelf vulnerability. Article in Journal/Newspaper Antarc* Antarctic Antarctica Brunt Ice Shelf Crosson Ice Shelf Getz Ice Shelf Ice Shelf Ice Shelves Thwaites Ice Shelf Directory of Open Access Journals: DOAJ Articles Antarctic Brunt Ice Shelf ENVELOPE(-22.500,-22.500,-74.750,-74.750) Crosson Ice Shelf ENVELOPE(-109.500,-109.500,-74.950,-74.950) Getz ENVELOPE(-145.217,-145.217,-76.550,-76.550) Getz Ice Shelf ENVELOPE(-126.500,-126.500,-74.250,-74.250) Moa ENVELOPE(157.950,157.950,-80.767,-80.767) The Antarctic International Journal of Digital Earth 16 1 3295 3320
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic surface fractures
antarctic ice shelf
resunet
moa
Mathematical geography. Cartography
GA1-1776
spellingShingle surface fractures
antarctic ice shelf
resunet
moa
Mathematical geography. Cartography
GA1-1776
Ao Pang
Qi Liang
Weijia Li
Lei Zheng
Teng Li
Xiao Cheng
The distribution and evolution of surface fractures on pan-Antarctic ice shelves
topic_facet surface fractures
antarctic ice shelf
resunet
moa
Mathematical geography. Cartography
GA1-1776
description Surface fractures have a great impact on ice shelf stability in Antarctica and can be considered precursors of ice shelf calving. However, our understanding of the spatial distribution and temporal evolution of surface fractures on the Antarctic ice shelf is limited. In this study, a ResUNet model was implemented on the Moderate Resolution Imaging Spectroradiometer (MODIS)-based Mosaic of Antarctica (MOA) to identify the spatial distribution of Antarctic ice shelf surface fractures in 2004, 2009, and 2014. The accuracy of identification had an F1 value of 0.771. Our model identified 44744.59$\; \pm \;$2619.61 km² of surface fractures in 2004, 43737.15$\; \pm \;$2644.60 km² in 2009, and 42978.67 $\pm \;$2639.33 km² in 2014. The reduction is primarily attributed to the variation in surface fractures within 20 km of the ice front, paratactically in the Amundsen and Wilkes sectors. Ice shelves in the Amundsen sector typically have a widespread distribution of surface fractures, with particularly high concentrations found in the Thwaites Ice Shelf, Crosson Ice Shelf and Getz Ice Shelf. The Brunt Ice Shelf also exhibits numerous surface fractures. This study provides comprehensive and detailed information about surface fractures on Antarctic ice shelves, carrying implications for evaluating ice shelf vulnerability.
format Article in Journal/Newspaper
author Ao Pang
Qi Liang
Weijia Li
Lei Zheng
Teng Li
Xiao Cheng
author_facet Ao Pang
Qi Liang
Weijia Li
Lei Zheng
Teng Li
Xiao Cheng
author_sort Ao Pang
title The distribution and evolution of surface fractures on pan-Antarctic ice shelves
title_short The distribution and evolution of surface fractures on pan-Antarctic ice shelves
title_full The distribution and evolution of surface fractures on pan-Antarctic ice shelves
title_fullStr The distribution and evolution of surface fractures on pan-Antarctic ice shelves
title_full_unstemmed The distribution and evolution of surface fractures on pan-Antarctic ice shelves
title_sort distribution and evolution of surface fractures on pan-antarctic ice shelves
publisher Taylor & Francis Group
publishDate 2023
url https://doi.org/10.1080/17538947.2023.2246436
https://doaj.org/article/e2e6cb61da7e459a9431427c4d1002b5
long_lat ENVELOPE(-22.500,-22.500,-74.750,-74.750)
ENVELOPE(-109.500,-109.500,-74.950,-74.950)
ENVELOPE(-145.217,-145.217,-76.550,-76.550)
ENVELOPE(-126.500,-126.500,-74.250,-74.250)
ENVELOPE(157.950,157.950,-80.767,-80.767)
geographic Antarctic
Brunt Ice Shelf
Crosson Ice Shelf
Getz
Getz Ice Shelf
Moa
The Antarctic
geographic_facet Antarctic
Brunt Ice Shelf
Crosson Ice Shelf
Getz
Getz Ice Shelf
Moa
The Antarctic
genre Antarc*
Antarctic
Antarctica
Brunt Ice Shelf
Crosson Ice Shelf
Getz Ice Shelf
Ice Shelf
Ice Shelves
Thwaites Ice Shelf
genre_facet Antarc*
Antarctic
Antarctica
Brunt Ice Shelf
Crosson Ice Shelf
Getz Ice Shelf
Ice Shelf
Ice Shelves
Thwaites Ice Shelf
op_source International Journal of Digital Earth, Vol 16, Iss 1, Pp 3295-3320 (2023)
op_relation http://dx.doi.org/10.1080/17538947.2023.2246436
https://doaj.org/toc/1753-8947
https://doaj.org/toc/1753-8955
1753-8947
1753-8955
doi:10.1080/17538947.2023.2246436
https://doaj.org/article/e2e6cb61da7e459a9431427c4d1002b5
op_doi https://doi.org/10.1080/17538947.2023.2246436
container_title International Journal of Digital Earth
container_volume 16
container_issue 1
container_start_page 3295
op_container_end_page 3320
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