Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China

Yuhao Liu; Bochen Zhang; Mi Jiang; Xiao Cheng; Jiasong Zhu; Qingquan Li; Songbo Wu

doi:10.1109/IGARSS52108.2023.10281751

Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China

Yuhao Liu
, Bochen Zhang
, Mi Jiang
, Xiao Cheng
, Jiasong Zhu
, Qingquan Li
, Songbo Wu

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

4 Citations (Scopus)

Abstract

Ground-based interferometric radar (GBIR) is an innovative tool for monitoring land surface subsidence and urban infrastructure deformation caused by rapid urbanization. However, the interferograms of GBIR are often contaminated by severe atmospheric effects, especially in coastal areas. In this study, we use independent component analysis (ICA) to extract atmospheric effects for the interferograms of GBIR. Analysis of the performance of ICA and traditional surface fitting methods have been carried out. The results suggest that the average improved rate of ICA is 93.05%, which is 69.33% higher than that of surface fitting.

Original language	English
Title of host publication	IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings
Publisher	Institute of Electrical and Electronics Engineers Inc.
Pages	8246-8248
Number of pages	3
ISBN (Electronic)	9798350320107
DOIs	https://doi.org/10.1109/IGARSS52108.2023.10281751
Publication status	Published - 2023
Event	2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023 - Pasadena, United States Duration: 16 Jul 2023 → 21 Jul 2023

Publication series

Name	International Geoscience and Remote Sensing Symposium (IGARSS)
Volume	2023-July

Conference

Conference	2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023
Country/Territory	United States
City	Pasadena
Period	16/07/23 → 21/07/23

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 11 Sustainable Cities and Communities

Keywords

Atmospheric effects
Ground deformation
Ground-based interferometric radar
ICA

ASJC Scopus subject areas

Computer Science Applications
General Earth and Planetary Sciences

More information

10.1109/IGARSS52108.2023.10281751

Cite this

Liu, Y., Zhang, B., Jiang, M., Cheng, X., Zhu, J., Li, Q., & Wu, S. (2023). Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China. In IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings (pp. 8246-8248). (International Geoscience and Remote Sensing Symposium (IGARSS); Vol. 2023-July). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/IGARSS52108.2023.10281751

Liu, Yuhao ; Zhang, Bochen ; Jiang, Mi et al. / Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA : A Case Study in Shenzhen, China. IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. pp. 8246-8248 (International Geoscience and Remote Sensing Symposium (IGARSS)).

@inproceedings{87dc65e029274a1292294b53e907014b,

title = "Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China",

abstract = "Ground-based interferometric radar (GBIR) is an innovative tool for monitoring land surface subsidence and urban infrastructure deformation caused by rapid urbanization. However, the interferograms of GBIR are often contaminated by severe atmospheric effects, especially in coastal areas. In this study, we use independent component analysis (ICA) to extract atmospheric effects for the interferograms of GBIR. Analysis of the performance of ICA and traditional surface fitting methods have been carried out. The results suggest that the average improved rate of ICA is 93.05\%, which is 69.33\% higher than that of surface fitting.",

keywords = "Atmospheric effects, Ground deformation, Ground-based interferometric radar, ICA",

author = "Yuhao Liu and Bochen Zhang and Mi Jiang and Xiao Cheng and Jiasong Zhu and Qingquan Li and Songbo Wu",

note = "Publisher Copyright: {\textcopyright} 2023 IEEE.; 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023 ; Conference date: 16-07-2023 Through 21-07-2023",

year = "2023",

doi = "10.1109/IGARSS52108.2023.10281751",

language = "English",

series = "International Geoscience and Remote Sensing Symposium (IGARSS)",

publisher = "Institute of Electrical and Electronics Engineers Inc.",

pages = "8246--8248",

booktitle = "IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings",

}

Liu, Y, Zhang, B, Jiang, M, Cheng, X, Zhu, J, Li, Q & Wu, S 2023, Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China. in IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. International Geoscience and Remote Sensing Symposium (IGARSS), vol. 2023-July, Institute of Electrical and Electronics Engineers Inc., pp. 8246-8248, 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023, Pasadena, United States, 16/07/23. https://doi.org/10.1109/IGARSS52108.2023.10281751

Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China. / Liu, Yuhao; Zhang, Bochen; Jiang, Mi et al.
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc., 2023. p. 8246-8248 (International Geoscience and Remote Sensing Symposium (IGARSS); Vol. 2023-July).

Research output: Chapter in book / Conference proceeding › Conference article published in proceeding or book › Academic research › peer-review

TY - GEN

T1 - Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA

T2 - 2023 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2023

AU - Liu, Yuhao

AU - Zhang, Bochen

AU - Jiang, Mi

AU - Cheng, Xiao

AU - Zhu, Jiasong

AU - Li, Qingquan

AU - Wu, Songbo

PY - 2023

Y1 - 2023

N2 - Ground-based interferometric radar (GBIR) is an innovative tool for monitoring land surface subsidence and urban infrastructure deformation caused by rapid urbanization. However, the interferograms of GBIR are often contaminated by severe atmospheric effects, especially in coastal areas. In this study, we use independent component analysis (ICA) to extract atmospheric effects for the interferograms of GBIR. Analysis of the performance of ICA and traditional surface fitting methods have been carried out. The results suggest that the average improved rate of ICA is 93.05%, which is 69.33% higher than that of surface fitting.

AB - Ground-based interferometric radar (GBIR) is an innovative tool for monitoring land surface subsidence and urban infrastructure deformation caused by rapid urbanization. However, the interferograms of GBIR are often contaminated by severe atmospheric effects, especially in coastal areas. In this study, we use independent component analysis (ICA) to extract atmospheric effects for the interferograms of GBIR. Analysis of the performance of ICA and traditional surface fitting methods have been carried out. The results suggest that the average improved rate of ICA is 93.05%, which is 69.33% higher than that of surface fitting.

KW - Atmospheric effects

KW - Ground deformation

KW - Ground-based interferometric radar

KW - ICA

UR - https://www.scopus.com/pages/publications/85178345654

U2 - 10.1109/IGARSS52108.2023.10281751

DO - 10.1109/IGARSS52108.2023.10281751

M3 - Conference article published in proceeding or book

AN - SCOPUS:85178345654

T3 - International Geoscience and Remote Sensing Symposium (IGARSS)

SP - 8246

EP - 8248

BT - IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings

PB - Institute of Electrical and Electronics Engineers Inc.

Y2 - 16 July 2023 through 21 July 2023

ER -

Liu Y, Zhang B, Jiang M, Cheng X, Zhu J, Li Q et al. Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China. In IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Proceedings. Institute of Electrical and Electronics Engineers Inc. 2023. p. 8246-8248. (International Geoscience and Remote Sensing Symposium (IGARSS)). doi: 10.1109/IGARSS52108.2023.10281751

Removal of Atmospheric Effects on Ground Based Radar Interferometry by Using ICA: A Case Study in Shenzhen, China

Abstract

Publication series

Conference

UN SDGs

Keywords

ASJC Scopus subject areas

More information

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