NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION

Ice-penetrating radar is an effective method for studying the subglacial bedrock and ice information within the Antarctic ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar region, ice-penetrating radar can penetrate deeper part of the...

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Published in:The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
Main Authors: Tang, X., Cheng, S., Guo, J.
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
Subjects:
Online Access:https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00001910 2023-05-15T13:49:21+02:00 NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION Tang, X. Cheng, S. Guo, J. 2019-06 electronic https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019 https://noa.gwlb.de/receive/cop_mods_00001910 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001868/isprs-archives-XLII-2-W13-1787-2019.pdf https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W13/1787/2019/isprs-archives-XLII-2-W13-1787-2019.pdf eng eng Copernicus Publications ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences -- http://www.isprs.org/publications/archives.aspx -- 2194-9034 https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019 https://noa.gwlb.de/receive/cop_mods_00001910 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001868/isprs-archives-XLII-2-W13-1787-2019.pdf https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W13/1787/2019/isprs-archives-XLII-2-W13-1787-2019.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2019 ftnonlinearchiv https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019 2022-02-08T23:01:19Z Ice-penetrating radar is an effective method for studying the subglacial bedrock and ice information within the Antarctic ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar region, ice-penetrating radar can penetrate deeper part of the ice sheet and collect the following data. However, it is still necessary to suppress the noise from radar data to obtain more accurate and effective data. In this paper, the entirely non-recursive Variational Mode Decomposition (VMD) is applied to the data noise reduction of ice-penetrating radar data. VMD is a decomposition method of adaptive and quasi-orthogonal signals, which decomposes airborne radar data into multiple frequency-limited quasi-orthogonal Intrinsic Mode Functions (IMFs). The IMFs containing noise are then removed according to the information distribution in the IMFs component and the remaining IMFs are reconstructed. We implements the method to process the real ice-penetrating radar data, which effectively eliminates the interference noise in the data, improves the signal-to-noise ratio and characterizes the internal layer structure of ice. It is verified that the method can be applied to the noise reduction processing of polar ice-penetrating radar data successful, which provides a better basis for data interpretation. Finally, we present the internal structure within the ice sheet based on VMD denoised radar profile. Article in Journal/Newspaper Antarc* Antarctic Ice Sheet Niedersächsisches Online-Archiv NOA Antarctic The Antarctic The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences XLII-2/W13 1787 1791
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Tang, X.
Cheng, S.
Guo, J.
NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
topic_facet article
Verlagsveröffentlichung
description Ice-penetrating radar is an effective method for studying the subglacial bedrock and ice information within the Antarctic ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar region, ice-penetrating radar can penetrate deeper part of the ice sheet and collect the following data. However, it is still necessary to suppress the noise from radar data to obtain more accurate and effective data. In this paper, the entirely non-recursive Variational Mode Decomposition (VMD) is applied to the data noise reduction of ice-penetrating radar data. VMD is a decomposition method of adaptive and quasi-orthogonal signals, which decomposes airborne radar data into multiple frequency-limited quasi-orthogonal Intrinsic Mode Functions (IMFs). The IMFs containing noise are then removed according to the information distribution in the IMFs component and the remaining IMFs are reconstructed. We implements the method to process the real ice-penetrating radar data, which effectively eliminates the interference noise in the data, improves the signal-to-noise ratio and characterizes the internal layer structure of ice. It is verified that the method can be applied to the noise reduction processing of polar ice-penetrating radar data successful, which provides a better basis for data interpretation. Finally, we present the internal structure within the ice sheet based on VMD denoised radar profile.
format Article in Journal/Newspaper
author Tang, X.
Cheng, S.
Guo, J.
author_facet Tang, X.
Cheng, S.
Guo, J.
author_sort Tang, X.
title NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
title_short NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
title_full NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
title_fullStr NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
title_full_unstemmed NOISE REDUCTION AND INTERPRETATION OF ICE-PENETRATING RADAR DATA IN ANTARCTIC ICE SHEET BASED ON VARIATIONAL MODE DECOMPOSITION
title_sort noise reduction and interpretation of ice-penetrating radar data in antarctic ice sheet based on variational mode decomposition
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019
https://noa.gwlb.de/receive/cop_mods_00001910
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001868/isprs-archives-XLII-2-W13-1787-2019.pdf
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W13/1787/2019/isprs-archives-XLII-2-W13-1787-2019.pdf
geographic Antarctic
The Antarctic
geographic_facet Antarctic
The Antarctic
genre Antarc*
Antarctic
Ice Sheet
genre_facet Antarc*
Antarctic
Ice Sheet
op_relation ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences -- http://www.isprs.org/publications/archives.aspx -- 2194-9034
https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019
https://noa.gwlb.de/receive/cop_mods_00001910
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00001868/isprs-archives-XLII-2-W13-1787-2019.pdf
https://www.int-arch-photogramm-remote-sens-spatial-inf-sci.net/XLII-2-W13/1787/2019/isprs-archives-XLII-2-W13-1787-2019.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
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op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/isprs-archives-XLII-2-W13-1787-2019
container_title The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences
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