Kalman-Filter-Based Approach for Multisensor, Multitrack, and Multitemporal InSAR

被引:54
作者
Hu, Jun [1 ,2 ]
Ding, Xiao-Li [2 ,3 ]
Li, Zhi-Wei [4 ]
Zhu, Jian-Jun [4 ]
Sun, Qian [4 ]
Zhang, Lei [2 ,3 ]
机构
[1] Cent S Univ, Sch Geosci & Info Phys, Dept Geomat, Changsha 410083, Peoples R China
[2] Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, Kowloon, Hong Kong, Peoples R China
[3] Hong Kong Polytech Univ, Kowloon, Hong Kong, Peoples R China
[4] Cent S Univ, Changsha 410083, Peoples R China
来源
IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING | 2013年 / 51卷 / 07期
基金
中国国家自然科学基金;
关键词
Differential interferometric synthetic aperture radar (SAR) (InSAR) (DInSAR); Kalman filter; multisensor; multitemporal; multitrack; 3-D measurements; SATELLITE RADAR INTERFEROMETRY; SURFACE DISPLACEMENT FIELD; LOS-ANGELES; PERMANENT SCATTERERS; SAR INTERFEROMETRY; MOTION MAPS; TIME-SERIES; DEFORMATION; PHASE; EARTHQUAKE;
D O I
10.1109/TGRS.2012.2227759
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
A Kalman-filter-based approach is presented for resolving 3-D surface displacements using multisensor, multitrack, and multitemporal interferometric synthetic aperture radar (SAR) measurements. Measurements from each interferogram are projected into the three reference directions and combined in the Kalman filter model with displacements determined from previous interferograms to produce updated displacement measurements. Both simulated and real data sets are used to test the proposed approach. It is found that the method works well when the measurement noise is low. The displacements in the north direction, however, are much lower in accuracy than those in the other two directions and even become unstable when the measurement noise is high due to the polar-orbiting imaging geometries of the current satellite SAR sensors.
引用
收藏
页码:4226 / 4239
页数:14
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