DocumentCode :
105230
Title :
Narrow-Band Interference Mitigation for SAR Using Independent Subspace Analysis
Author :
Mingliang Tao ; Feng Zhou ; Jianqiang Liu ; Yan Liu ; Zijing Zhang ; Zheng Bao
Author_Institution :
Nat. Lab. of Radar Signal Process., Xidian Univ., Xi´an, China
Volume :
52
Issue :
9
fYear :
2014
fDate :
Sept. 2014
Firstpage :
5289
Lastpage :
5301
Abstract :
The mitigation of narrow-band interference (NBI) is an appealing topic in the synthetic aperture radar (SAR) community. It is an underdetermined single-channel separation problem. This paper proposes a method for NBI mitigation using the independent subspace analysis. First, each single pulse is transformed onto a manifold time-frequency distribution by the short-time Fourier transform (STFT). Then, the singular value analysis is carried out to extract the prominent features corresponding to the NBIs. Next, independent component analysis is employed to obtain statistically independent basis components. Furthermore, the independent subspaces corresponding to NBI are reconstructed and subtracted from the raw signal space. The signal with NBI mitigated is resynthesized by inverse STFT. Finally, after processing all the pulses, a well-focused SAR imagery is obtained by a conventional imaging algorithm. Experimental results of simulated and measured data have demonstrated the effectiveness of the proposed method.
Keywords :
Fourier transforms; electromagnetic wave interference; geophysical signal processing; independent component analysis; remote sensing by radar; synthetic aperture radar; SAR imagery; independent component analysis; independent subspace analysis; narrow band interference mitigation; short time Fourier transform; single channel separation problem; singular value analysis; synthetic aperture radar; time-frequency distribution; Feature extraction; Gaussian distribution; Interference; Jamming; Spectrogram; Synthetic aperture radar; Vectors; Independent component analysis (ICA); independent subspace analysis (ISA); narrow-band interference (NBI); single-channel separation; synthetic aperture radar (SAR);
fLanguage :
English
Journal_Title :
Geoscience and Remote Sensing, IEEE Transactions on
Publisher :
ieee
ISSN :
0196-2892
Type :
jour
DOI :
10.1109/TGRS.2013.2287900
Filename :
6671957
Link To Document :
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