AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA

Detection of subglacial lakes and interpretation their hydrological connectivity is of great importance to understanding the mass balance of Antarctic ice sheet. Over the past five decades, a large number of Radio Echo Sounding (RES) data has been collected in Antarctica. However, the identification...

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Published in:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Main Authors: D. Wang, T. Feng, T. Hao, R. Li
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
T
Online Access:https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-521-2021
https://doaj.org/article/2e127ecf6b5449f1877179687c8246a3
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spelling ftdoajarticles:oai:doaj.org/article:2e127ecf6b5449f1877179687c8246a3 2023-05-15T13:42:04+02:00 AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA D. Wang T. Feng T. Hao R. Li 2021-06-01T00:00:00Z https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-521-2021 https://doaj.org/article/2e127ecf6b5449f1877179687c8246a3 EN eng Copernicus Publications https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B3-2021/521/2021/isprs-archives-XLIII-B3-2021-521-2021.pdf https://doaj.org/toc/1682-1750 https://doaj.org/toc/2194-9034 doi:10.5194/isprs-archives-XLIII-B3-2021-521-2021 1682-1750 2194-9034 https://doaj.org/article/2e127ecf6b5449f1877179687c8246a3 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol XLIII-B3-2021, Pp 521-526 (2021) Technology T Engineering (General). Civil engineering (General) TA1-2040 Applied optics. Photonics TA1501-1820 article 2021 ftdoajarticles https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-521-2021 2022-12-31T13:11:46Z Detection of subglacial lakes and interpretation their hydrological connectivity is of great importance to understanding the mass balance of Antarctic ice sheet. Over the past five decades, a large number of Radio Echo Sounding (RES) data has been collected in Antarctica. However, the identification of subglacial lakes based on RES data mainly relies on visual interpretation due to the lack of quantitative indicators for subglacial lakes distinguishing. To solve this problem, an automatic subglacial lakes detection method based on the reflective characteristics of B-scan echogram is proposed in this paper. Firstly, the echo strength of the original radar echogram is corrected for the dielectric attenuation and geometric spreading in the ice. Secondly, the original radar echogram is binarized to preserve the bright subglacial lake region, and the thickness of bright pixels is measured along the direction of A-scan. Thirdly, the thickness, the variance of the thickness in the neighbourhood and the corrected echo strength are used to obtain the response value for the subglacial lake. Finally, a threshold for the response value is determined to detect subglacial lakes. It is found that the proposed method can determine the location of the subglacial lake in Antarctica's Gamburtsev Province (AGAP) region with high accuracy. Article in Journal/Newspaper Antarc* Antarctic Antarctica Ice Sheet Directory of Open Access Journals: DOAJ Articles Antarctic The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLIII-B3-2021 521 526
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Applied optics. Photonics
TA1501-1820
spellingShingle Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Applied optics. Photonics
TA1501-1820
D. Wang
T. Feng
T. Hao
R. Li
AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
topic_facet Technology
T
Engineering (General). Civil engineering (General)
TA1-2040
Applied optics. Photonics
TA1501-1820
description Detection of subglacial lakes and interpretation their hydrological connectivity is of great importance to understanding the mass balance of Antarctic ice sheet. Over the past five decades, a large number of Radio Echo Sounding (RES) data has been collected in Antarctica. However, the identification of subglacial lakes based on RES data mainly relies on visual interpretation due to the lack of quantitative indicators for subglacial lakes distinguishing. To solve this problem, an automatic subglacial lakes detection method based on the reflective characteristics of B-scan echogram is proposed in this paper. Firstly, the echo strength of the original radar echogram is corrected for the dielectric attenuation and geometric spreading in the ice. Secondly, the original radar echogram is binarized to preserve the bright subglacial lake region, and the thickness of bright pixels is measured along the direction of A-scan. Thirdly, the thickness, the variance of the thickness in the neighbourhood and the corrected echo strength are used to obtain the response value for the subglacial lake. Finally, a threshold for the response value is determined to detect subglacial lakes. It is found that the proposed method can determine the location of the subglacial lake in Antarctica's Gamburtsev Province (AGAP) region with high accuracy.
format Article in Journal/Newspaper
author D. Wang
T. Feng
T. Hao
R. Li
author_facet D. Wang
T. Feng
T. Hao
R. Li
author_sort D. Wang
title AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
title_short AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
title_full AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
title_fullStr AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
title_full_unstemmed AN AUTOMATIC EXTRACTION METHOD FOR ANTARCTIC SUBGLACIAL LAKE BASED ON RADIO ECHO SOUNDING DATA
title_sort automatic extraction method for antarctic subglacial lake based on radio echo sounding data
publisher Copernicus Publications
publishDate 2021
url https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-521-2021
https://doaj.org/article/2e127ecf6b5449f1877179687c8246a3
geographic Antarctic
geographic_facet Antarctic
genre Antarc*
Antarctic
Antarctica
Ice Sheet
genre_facet Antarc*
Antarctic
Antarctica
Ice Sheet
op_source The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, Vol XLIII-B3-2021, Pp 521-526 (2021)
op_relation https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLIII-B3-2021/521/2021/isprs-archives-XLIII-B3-2021-521-2021.pdf
https://doaj.org/toc/1682-1750
https://doaj.org/toc/2194-9034
doi:10.5194/isprs-archives-XLIII-B3-2021-521-2021
1682-1750
2194-9034
https://doaj.org/article/2e127ecf6b5449f1877179687c8246a3
op_doi https://doi.org/10.5194/isprs-archives-XLIII-B3-2021-521-2021
container_title The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
container_volume XLIII-B3-2021
container_start_page 521
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