Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition

In the Arctic and Antarctic scientific expeditions, ice-penetrating radar is an effective method for studying the bedrock under the ice sheet and ice information within the ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar regions, ic...

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Published in:Remote Sensing
Main Authors: Siyuan Cheng, Sixin Liu, Jingxue Guo, Kun Luo, Ling Zhang, Xueyuan Tang
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2019
Subjects:
VMD
Q
Online Access:https://doi.org/10.3390/rs11101253
https://doaj.org/article/5f20367d4a7b4e9cb805fdc84598b272
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spelling ftdoajarticles:oai:doaj.org/article:5f20367d4a7b4e9cb805fdc84598b272 2023-05-15T13:47:49+02:00 Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition Siyuan Cheng Sixin Liu Jingxue Guo Kun Luo Ling Zhang Xueyuan Tang 2019-05-01T00:00:00Z https://doi.org/10.3390/rs11101253 https://doaj.org/article/5f20367d4a7b4e9cb805fdc84598b272 EN eng MDPI AG https://www.mdpi.com/2072-4292/11/10/1253 https://doaj.org/toc/2072-4292 2072-4292 doi:10.3390/rs11101253 https://doaj.org/article/5f20367d4a7b4e9cb805fdc84598b272 Remote Sensing, Vol 11, Iss 10, p 1253 (2019) ice-penetrating radar VMD noise reduction forward simulation Antarctic Science Q article 2019 ftdoajarticles https://doi.org/10.3390/rs11101253 2022-12-31T16:10:55Z In the Arctic and Antarctic scientific expeditions, ice-penetrating radar is an effective method for studying the bedrock under the ice sheet and ice information within the ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar regions, ice-penetrating radar is able to obtain deeper and more abundant data than other geophysical methods. However, it is still necessary to suppress the noise in radar data to obtain more accurate and plentiful effective information. In this paper, the entirely non-recursive Variational Mode Decomposition (VMD) is applied to the data noise reduction of ice-penetrating radar. 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 IMF’s components and the remaining IMFs are reconstructed. This paper employs this 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 obtains the clearer inner layer structure of ice. It is verified that the method can be applied to the noise reduction processing of polar ice-penetrating radar data very well, which provides a better basis for data interpretation. At last, we present fine ice structure within the ice sheet based on VMD denoised radar profile. Article in Journal/Newspaper Antarc* Antarctic Arctic Ice Sheet Directory of Open Access Journals: DOAJ Articles Arctic Antarctic Remote Sensing 11 10 1253
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic ice-penetrating radar
VMD
noise reduction
forward simulation
Antarctic
Science
Q
spellingShingle ice-penetrating radar
VMD
noise reduction
forward simulation
Antarctic
Science
Q
Siyuan Cheng
Sixin Liu
Jingxue Guo
Kun Luo
Ling Zhang
Xueyuan Tang
Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
topic_facet ice-penetrating radar
VMD
noise reduction
forward simulation
Antarctic
Science
Q
description In the Arctic and Antarctic scientific expeditions, ice-penetrating radar is an effective method for studying the bedrock under the ice sheet and ice information within the ice sheet. Because of the low conductivity of ice and the relatively uniform composition of ice sheets in the polar regions, ice-penetrating radar is able to obtain deeper and more abundant data than other geophysical methods. However, it is still necessary to suppress the noise in radar data to obtain more accurate and plentiful effective information. In this paper, the entirely non-recursive Variational Mode Decomposition (VMD) is applied to the data noise reduction of ice-penetrating radar. 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 IMF’s components and the remaining IMFs are reconstructed. This paper employs this 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 obtains the clearer inner layer structure of ice. It is verified that the method can be applied to the noise reduction processing of polar ice-penetrating radar data very well, which provides a better basis for data interpretation. At last, we present fine ice structure within the ice sheet based on VMD denoised radar profile.
format Article in Journal/Newspaper
author Siyuan Cheng
Sixin Liu
Jingxue Guo
Kun Luo
Ling Zhang
Xueyuan Tang
author_facet Siyuan Cheng
Sixin Liu
Jingxue Guo
Kun Luo
Ling Zhang
Xueyuan Tang
author_sort Siyuan Cheng
title Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
title_short Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
title_full Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
title_fullStr Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
title_full_unstemmed Data Processing and Interpretation of Antarctic Ice-Penetrating Radar Based on Variational Mode Decomposition
title_sort data processing and interpretation of antarctic ice-penetrating radar based on variational mode decomposition
publisher MDPI AG
publishDate 2019
url https://doi.org/10.3390/rs11101253
https://doaj.org/article/5f20367d4a7b4e9cb805fdc84598b272
geographic Arctic
Antarctic
geographic_facet Arctic
Antarctic
genre Antarc*
Antarctic
Arctic
Ice Sheet
genre_facet Antarc*
Antarctic
Arctic
Ice Sheet
op_source Remote Sensing, Vol 11, Iss 10, p 1253 (2019)
op_relation https://www.mdpi.com/2072-4292/11/10/1253
https://doaj.org/toc/2072-4292
2072-4292
doi:10.3390/rs11101253
https://doaj.org/article/5f20367d4a7b4e9cb805fdc84598b272
op_doi https://doi.org/10.3390/rs11101253
container_title Remote Sensing
container_volume 11
container_issue 10
container_start_page 1253
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