Highway Deformation Monitoring Based on an Integrated CRInSAR Algorithm - Simulation and Real Data Validation

被引:9
|
作者
Xing, Xuemin [1 ]
Wen, Debao [2 ]
Chang, Hsing-Chung [3 ]
Chen, Li Fu [4 ]
Yuan, Zhi Hui [4 ]
机构
[1] Changsha Univ Sci & Technol, State Engn Lab Highway Maintenance Technol, Changsha 410014, Hunan, Peoples R China
[2] Changsha Univ Sci & Technol, Sch Traff & Transportat Engn, Changsha 410014, Hunan, Peoples R China
[3] Macquarie Univ, Dept Environm Sci, Sydney, NSW 2109, Australia
[4] Changsha Univ Sci & Technol, Sch Elect & Informat Engn, Changsha 410014, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Corner reflector; SAR; DInSAR; CRInSAR; highway monitoring; ground deformation; simulation; TIME-SERIES; INSAR; SUBSIDENCE; AREA; SETTLEMENT; INTERFEROMETRY; SCATTERERS; EARTHQUAKE; RESOLUTION; GPS;
D O I
10.1142/S0218001418500362
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Long-term surface deformation monitoring of highways is crucial to prevent potential hazards and ensure sustainable transportation system safety. DInSAR technique shows its great advantages for ground movements monitoring compared with traditional geodetic survey methods. However, the unavoidable influences of the temporal and spatial decorrelation have brought restrictions for traditional DInSAR on the application for ribbon infrastructures deformation monitoring. In addition, PS and SBAS techniques are not suitable for the area where adequate natural high coherent points cannot be detected. Due to this, we designed an integrated highway deformation monitoring algorithm based on CRInSAR technique in this paper, the processing flow including Corner Reflectors (CR) identification, CR baseline network establishment, phase unwrapping, and time series highway deformation estimation. Both the simulated and real data experiments are conducted to assess and validate the algorithm. In the scenario using simulated data, 10 different noise levels are added to test the performance under different circumstances. The RMSE of linear deformation velocities for 10 different noise levels are obtained and analyzed, to investigate how the accuracy varies with noise. In the real data experiment, part of a highway in Henan, China is chosen as the test area. Six PALSAR images acquired from 22 December 2008 to 09 February 2010 were collected and 12 CR points were installed along the highway. The ultimate time series deformation estimated show that all the CR points are stable. CR04 is undergoing the most serious subsidence, with the maximum magnitude of 13.71 mm over 14 months. Field leveling measurements are used to assess the external deformation accuracy, the final RMSE is estimated to be +/- 2.2 mm, which indicates good accordance with the result of leveling.
引用
收藏
页数:19
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