Narrow-Band Interference Suppression for SAR Based on Independent Component Analysis

被引:83
|
作者
Zhou, Feng [1 ]
Tao, Mingliang [1 ]
Bai, Xueru [1 ]
Liu, Jianqiang [1 ]
机构
[1] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
Independent component analysis (ICA); jamming suppression; narrow-band interference (NBI); synthetic aperture radar (SAR); RFI SUPPRESSION;
D O I
10.1109/TGRS.2013.2244605
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
The narrow-band interference (NBI) is a common jamming signal against synthetic aperture radar (SAR), which can degrade the imaging quality severely. This paper proposes a new method for NBI suppression in the data domain based on the independent component analysis (ICA). In this method, echoes contaminated by the NBI are identified in the frequency domain. Next, time filtering and whitening are performed to the identified echoes. Then, the ICA is carried out to decompose the echoes into a series of basis signals, and the jamming components are selected by thresholding. Finally, the NBI is reconstructed and subtracted from the echoes, and the well-focused SAR imagery is obtained by conventional imaging methods. The proposed method copes well with the time-varying NBI with little signal loss. Results of simulated and measured data have proved the validity of the proposed method.
引用
收藏
页码:4952 / 4960
页数:9
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