TY - JOUR
T1 - Narrow-band interference mitigation for SAR using independent subspace analysis
AU - Tao, Mingliang
AU - Zhou, Feng
AU - Liu, Jianqiang
AU - Liu, Yan
AU - Zhang, Zijing
AU - Bao, Zheng
PY - 2014/9
Y1 - 2014/9
N2 - 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.
AB - 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.
KW - Independent component analysis (ICA)
KW - independent subspace analysis (ISA)
KW - narrow-band interference (NBI)
KW - single-channel separation
KW - synthetic aperture radar (SAR)
UR - http://www.scopus.com/inward/record.url?scp=84898433472&partnerID=8YFLogxK
U2 - 10.1109/TGRS.2013.2287900
DO - 10.1109/TGRS.2013.2287900
M3 - 文章
AN - SCOPUS:84898433472
SN - 0196-2892
VL - 52
SP - 5289
EP - 5301
JO - IEEE Transactions on Geoscience and Remote Sensing
JF - IEEE Transactions on Geoscience and Remote Sensing
IS - 9
M1 - 6671957
ER -