• DocumentCode
    2381606
  • Title

    Second-Order Blind Source Separation: A New Expression of Instantaneous Separating Matrix for Mixtures of Delayed Sources

  • Author

    Chabriel, Gilles ; Barrere, Jean

  • Author_Institution
    STIC-TOULON/GESSY, Univ. du Sud Toulon-Var, La Garde
  • fYear
    2006
  • fDate
    2-5 July 2006
  • Firstpage
    1
  • Lastpage
    5
  • Abstract
    In this paper, we study the blind separation of mixtures of propagating waves (delayed sources) encountered for example in underwater telephone (UWT) systems. We suggest a new second-order statistics method using as many observations as sources. First, we show that each of the N delayed sources can be developed as a particular linear combination of the different temporal-derivatives of the N observations. Under some assumptions, an instantaneous rectangular separating matrix is then identified by the joint diagonalization of a set of covariance matrices estimated from the observations and its derivatives. The algorithm used takes into account the particular structure of the spectral mixing matrix encountered. A numerical simulation is provided in a 3-sources/3- observations case for propagating audio signals
  • Keywords
    audio signal processing; blind source separation; covariance matrices; statistics; audio signal propagation; covariance matrices; instantaneous rectangular separating matrix; second-order blind source separation; second-order statistics method; spectral mixing matrix; temporal-derivatives; underwater telephone systems; Attenuation; Blind source separation; Covariance matrix; Equations; Filters; Numerical simulation; Propagation delay; Statistics; Taylor series; Telephony;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Advances in Wireless Communications, 2006. SPAWC '06. IEEE 7th Workshop on
  • Conference_Location
    Cannes
  • Print_ISBN
    0-7803-9710-X
  • Electronic_ISBN
    0-7803-9711-8
  • Type

    conf

  • DOI
    10.1109/SPAWC.2006.346397
  • Filename
    4153914