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
[51]  
Nadler B(undefined)undefined undefined undefined undefined-undefined
[52]  
Johansson K(undefined)undefined undefined undefined undefined-undefined
[53]  
Johnstone IM(undefined)undefined undefined undefined undefined-undefined
[54]  
Baik J(undefined)undefined undefined undefined undefined-undefined
[55]  
Ben Arous G(undefined)undefined undefined undefined undefined-undefined
[56]  
Péché S(undefined)undefined undefined undefined undefined-undefined
[57]  
Golub G(undefined)undefined undefined undefined undefined-undefined
[58]  
Reinsch C(undefined)undefined undefined undefined undefined-undefined