RFI suppression in SAR based on filtering interpretation of SSA and fast implementation

被引:0
作者
Xiaoyu Wang
Weidong Yu
Xiangyang Qi
Yue Liu
机构
[1] Chinese Academy of Sciences,Department of Space Microwave Remote Sensing System, Institute of Electronics
来源
EURASIP Journal on Advances in Signal Processing | / 2012卷
关键词
synthetic aperture radar; radio frequency interference suppression; singular spectral analysis; finite impulse response filter; Nyström method; Column-Sampling approximation.;
D O I
暂无
中图分类号
学科分类号
摘要
Synthetic aperture radar (SAR) has proven to be a powerful remote sensing instrument for underground and obscured object detection. However, SAR echoes are often contaminated by radio frequency interferences (RFI) from multiple broadcasting stations. Essentially, RFI suppression problem is one-dimensional stationary time series denoising problem. This article proposed a novel RFI suppression algorithm based on singular spectral analysis (SSA) from a linear invariant systems perspective. It can be seen that SSA algorithm has an equivalence relation with finite impulse response (FIR) filter banks. Besides, this article first introduce two approximated methods which can remarkably speed up spectral decomposition--Nyström method and Column-Sampling approximation--to obtain the coefficients of above SSA-FIR-filter. Simulation results and imaging results of measured data have proved the efficiency and validity of this algorithm.
引用
收藏
相关论文
共 58 条
[1]  
Soumekh M(2001)Signal processing of wide bandwidth and wide beam width P-3 SAR data IEEE Trans Aerosp Electron Syst 4 1122-1141
[2]  
Nobles D(1997)RFI suppression for ultra wideband radar IEEE Trans Aerosp Electron Syst 33 1142-1156
[3]  
Wicks MC(2004)Suppression of ground radar interference in JERS-1 SAR data IEICE Trans Commun E87-B 3759-3765
[4]  
Gerard JG(2001)RFI suppression in ultra-wideband SAR systems using LMS filters infrequency domain IET Electron Lett 37 241-243
[5]  
Miller T(2004)Adaptive coherent suppression of multiple wide-bandwidth RFI sources in SAR Proc SPIE 5427 1-16
[6]  
Potter L(2011)Radio frequency interference cancellation for sea-state remote sensing by high-frequency radar IET Radar Sonar Navigat 5 405-415
[7]  
McCorkle J(2010)Filtering and frequency interpretations of singular spectrum analysis Physica D 239 1958-1967
[8]  
Kimura H(1998)FIR filter representations of reduced-rank noise reduction IEEE Trans Signal Process 46 1737-1741
[9]  
Nakamura T(1991)Physical interpretation of signal reconstruction from reduced rank matrices IEEE Trans Signal Process 39 1681-1682
[10]  
Papathanassiou KP(2001)Using the Nyström method to speed up kernel machines NIPS 13 682-688