Technology and Methodology |
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Research on an Improved Integrated Filtering Algorithm of SAR Interferogram |
SONG Rui1, LIU Guang2, PERSKI Zbigniew3, GUO Hua-dong2 |
1. School of Instrumentation Science and Opto-electronics Engineering, Beijing University of Aeronautics & Astronautics, Beijing 100191, China;
2. Center for Earth Observation and Digital Earth, Chinese Academy of Sciences, Beijing 100094, China;
3. Polish Geological Institute-National Research Institute, Carpathian Branch 31560, Poland |
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Abstract The interferogram with SAR phase information is the key factor that directly affects the further analysis of the deformation in the experimental area. Effective filter algorithm can suppress phase noise in the interferogram and improve the precision of the interferometry. In the obtained phase images, the characteristics of nearly annular stripe show the surface subsidence caused by coal mining. The authors therefore improve the original gradient-based filter algorithm firstly, and then combine Goldstein filter with the improved gradient-based adaptive filter, making it perform more effectively in SAR interference phase mode from mining subsidence. In the experiment the authors selected the PALSAR interferogram data of the Fengfeng coal mine in Hebei Province to evaluate the detailed performance of such filtering methods. Experimental results show that the edge of deformation stripe in phase image is clearer, suggesting the validity of the integrated filtering algorithm which is characterized by good denoising effect and nice preservation of phase resolution.
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Keywords
Vegetation coverage
Normalized difference vegetation index (NDVI)
Dynamic change
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Issue Date: 07 March 2012
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[1] Graham L C,Synthetic Interferometer Radar for Topographic Mapping[J].Proc IEEE,1974,62(6):763-768.[2] Rodriguez E,Martin J M.Theory and Design of Interferometric Synthetic Aperture Radars[J].IEE Proc:F,1992,139(2):147-159.[3] Oravecz K I.Improved Prediction of Surface Subsidence Using the Infuence Function Approach[C]//Sangorm Symposium:The Effect of Underground Mining on Surface,1986:73-80.[4] Alejano L R,Ranirez-Oyanguren P,Taboada J,et al.Numerical Prediction of Subsidence Phenomena Due to Flat Coal Seam Mining[J].International Journal of Rock Mechanics and Mining Sciences,1998,35(4):440-441.[5] Strozzi T,Wegmuller U,Werner C L,et al.JERS SAR Interferometry for Land Subsidence Monitoring[J].IEEE Transactions on Geoscience and Remote Sensing,2003,41(7):1702-1703.[6] Chang Z Q,Gong H L,Zhang J F,et al.A Feasible Approach for Improving Accuracy of Ground Deformation Measured by D-InSAR[J].Journal of China University of Mining and Technology,2007,17(2):262-266.[7] Chang H C,Ge L L,Rizos C.DInSAR for Mine Subsidence Monitoring Using Multi-source Satellite SAR Images[C]//Geoscience and Remote Sensing Symposium.Seoul,Korea,2005.[8] Perski Z.Application of SAR Imagery and SAR Interferometry in Digital Geological Cartography[M]//Ostaficzuk S.The Current role of GeologicalMapping in Geoscience.Netherlands Springer,Nato Science Series,2005,56:225-244.[9] Wright P,Stow R.Detecting Mining Subsidence from Space[J].International Journal of Remote Sensing,1999,20(6):1183-1188.[10] Lee J S,Papathanassiou K P,Ainsworth T L,et al.A New Technique for Noise Filtering of SAR Interferometric Phase Images[J].IEEE Transactions on Geoscience and Remote Sensing,1998,36(5):1456-1465.[11] Joo T H,Held D N.SAR Speckle Noise Reduction Using Wiener filter[J].Proc of the NASA Symp on Math Pattern Recognition and Image Analysis,1983,295-310.[12] Tates M,Nasrabadi N,Kwon H,et al.Wiener Filter-based Change Detection for SAR Imagery[J].Proceedings of SPIE,2006,6237:62370N1-62370N8.[13] 王晓丹,吴崇明.基于MATLAB的系统分析与设计[M].西安:西安电子科技大学出版社,2000:9-10.[14] Gabbouj M,Coyle E J,Gallagher N C.An Overview of Median and Stack Filtering[J].Circuit Systems Signal Processing,1992,11(1):7-45.[15] Rees W G,Satchell M J F.The Effect of Median Filtering on Synthetic Aperture Radar Images[J].International Journal of Remote Sensing,1997,11(3):2887-2893.[16] Eichel P H,Ghiglia D C,et al.Spotlight SAR Inter-ferometric Change Detection[R].Sandia National Labs Tech Report,1993:2539-2546.[17] 林卉,赵长胜,杜培军,等.InSAR干涉图滤波方法研究[J].测绘学报,2005,34(2):113-117。[18] Goldstein R M,Werner C L.Radar Interferogram Filtering for Geophysical Applications[J].Geophysical Research Letters,1998,25(21):4035-4038.[19] Perski Z.Application of SAR Imagery and SAR Interferometry in Digital Geological Cartography[J].The Current Role of Geological Mapping in Geoscience,Netherlands:Springer,Nato Science Series,2005.[20] Liu G,Guo H D,Ramon H,et al.The Application of InSAR Technology to Mining Area Subsidence Monitoring[J].Remote Sensing for Land and Resources,2008(2):51-55.[21] Glodstein R M,Zebker H A,Werner C L.Satellite Radar Interferometry:Two-dimensional Phase Unwrapping[J].Radio Science,1988,23(4):713-720.[22] 桑会勇,郭华东,韩春明,等.一种基于梯度信息的小波SAR图像滤波方法[J].测绘通报,2005(2):17-21. |
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