• 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