SAR interferometry on full scatterers: Mapping ground deformation with ultra-high density from space

被引:18
作者
Wu, Hong 'an [1 ]
Zhang, Yonghong [1 ]
Kang, Yonghui [2 ]
Wei, Jujie [1 ,3 ]
Lu, Zhong [4 ]
Yan, Wei [5 ]
Wang, Haigang [6 ,8 ]
Liu, Zhenhui [7 ]
Lv, Xiaowen [7 ]
Zhou, Maotong [1 ]
Li, Kui [1 ,2 ]
Liu, Ying [1 ,2 ]
Liu, Nan [1 ]
机构
[1] Chinese Acad Surveying & Mapping, Beijing 100036, Peoples R China
[2] Liaoning Tech Univ, Sch Geomat, Fuxin 123000, Liaoning, Peoples R China
[3] Minist Nat Resources, Key Lab Nat Resources Monitoring & Supervis Southe, Changsha 410118, Hunan, Peoples R China
[4] Southern Methodist Univ, Dallas, TX USA
[5] Tianjin Inst Surveying & Mapping, Tianjin 300381, Peoples R China
[6] China Inst Geoenvironm Monitoring, Beijing 100081, Peoples R China
[7] Tianjin Environm Monitoring Ctr, Tianjin 300191, Peoples R China
[8] Hebei Cangzhou Groundwater & Land Subsidence Natl, Cangzhou 061000, Hebei, Peoples R China
基金
中国国家自然科学基金;
关键词
InSAR; Full scatterers; Ground deformation; Atmospheric artifacts; Dual-scale temporal low-pass filter; COVARIANCE-MATRIX ESTIMATION; PERMANENT SCATTERERS; SUBSIDENCE;
D O I
10.1016/j.rse.2023.113965
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Spaceborne time series SAR interferometry (TS-InSAR) technology has been widely applied in ground deformation monitoring. The current popular TS-InSAR are carried out mainly on permanent scatterers (PS) or distributed scaterrers (DS), which can map the ground deformation on sparse targets with high or moderate coherence. However, high-precision and high-density deformation monitoring is always restricted by atmospheric artifacts and surface decorrelation, especially over nonurban areas. Here we show that the ground deformation can be precisely mapped with high density by spaceborne InSAR technique. We proposed a full scatterers InSAR (FS-InSAR) methodology, which can significantly improve the quality of the interferograms by applying a dual-scale temporal low-pass filter (DTLF) to separate both atmospheric and noisy phases from deformation phases, without external atmospheric data. Simulation experiments were conducted to determine the small-scale and large-scale window sizes and evaluate the effectiveness of DTLF. Then we applied the FSInSAR method to the Tianjin-Tangshan region, China using Sentinel-1 data, assessed the regenerated differential low-frequency phases, and validated the results with leveling measurements and groundwater depth data. What's more, detailed ground deformation was retrieved over the Tangshan mining area with an unprecedented density of 98.55%. Our results demonstrate that the FS-InSAR strategy contrasts sharply with the previous PSInSAR or DS-InSAR methods by simultaneously solving the two bottleneck problems of atmospheric artifacts and decorrelation in most cases except for water bodies or dense vegetations such as rainforest, thereby it is of great importance for future monitoring and understanding the ground deformation to prevent and control geological disasters.
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页数:16
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