• DocumentCode
    2549595
  • Title

    An efficient algorithm for blind separation of multiple independent sources

  • Author

    Feng, Da-Zheng ; Zheng, Wei Xing

  • Author_Institution
    National Lab. for Radar Signal Process., Xidian Univ., Xi´´an
  • fYear
    2006
  • fDate
    21-24 May 2006
  • Abstract
    In this paper an improved whitening scheme is first developed by estimating the signal subspace jointly from a set of diagonalization-structural matrices based on the proposed cyclic maximizer of an interesting cost function. Next, a biquadratic contrast function is proposed for extracting one single independent component from a slice matrix group of any order cumulant of the array signals in the presence of the spatially-temporally white noise. A fast fixed-point algorithm is constructed for searching a minimum point of the proposed contrast function. Then multiple independent components are obtained by using repeatedly the fixed point algorithm for extracting one single independent component, and the orthogonality among them is achieved by the well-known QR decomposition. The performance of the proposed algorithms is illustrated by simulation results and is compared with several representative blind source separation algorithms
  • Keywords
    array signal processing; blind source separation; function approximation; independent component analysis; matrix decomposition; white noise; QR decomposition; array signals; biquadratic contrast function; blind source separation; cyclic maximizer; diagonalization-structural matrices; fixed-point algorithm; improved whitening scheme; white noise; Blind source separation; Covariance matrix; Data mining; Independent component analysis; Iterative algorithms; Matrix decomposition; Sensor arrays; Sensor phenomena and characterization; Signal processing algorithms; Source separation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 2006. ISCAS 2006. Proceedings. 2006 IEEE International Symposium on
  • Conference_Location
    Island of Kos
  • Print_ISBN
    0-7803-9389-9
  • Type

    conf

  • DOI
    10.1109/ISCAS.2006.1693556
  • Filename
    1693556