• DocumentCode
    1576898
  • Title

    Time-Scale Referenced Cumulant for Blind Source Separation

  • Author

    Jbari, Atman ; Adib, Abdellah ; Aboutajdine, Driss

  • Author_Institution
    GSCM-LRIT, Fac. of Sci., Rabat
  • fYear
    2008
  • Firstpage
    1
  • Lastpage
    4
  • Abstract
    Blind source separation consists of recovering a set of signals of which only linear mixtures are observed. Several techniques based on statistical or time-frequency distributions have been developed to solve this problem. This paper introduces a new separation technique, in case of instantaneous mixtures, that exploits statistical information and wavelet analysis for independent sources. A proposed Time Scale Referenced Cumulant (TSRC) characterizes the evolution of high-order statistics (HOS) in the time scale domain. The estimation of the sources or the mixing matrix can be performed by non-unitary joint diagonalization of a set of matrices constructed by using the proposed TSRC. A numerical simulations are presented to demonstrate the effectiveness of the suggested approach. Keywords- Blind source separation, Referenced Cumulants, Time Scale Analysis, Non-Orthogonal Joint Diagonalization.
  • Keywords
    blind source separation; higher order statistics; blind source separation; high order statistics; non unitary joint diagonalization; time-frequency distributions; time-scale referenced cumulant; wavelet analysis; Additive noise; Biosensors; Blind source separation; Independent component analysis; Information analysis; Numerical simulation; Source separation; Statistical distributions; Time frequency analysis; Wavelet analysis; Blind source separation; Non-Orthogonal Joint Diagonalization; Referenced Cumulants; Time Scale Analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Information and Communication Technologies: From Theory to Applications, 2008. ICTTA 2008. 3rd International Conference on
  • Conference_Location
    Damascus
  • Print_ISBN
    978-1-4244-1751-3
  • Electronic_ISBN
    978-1-4244-1752-0
  • Type

    conf

  • DOI
    10.1109/ICTTA.2008.4530059
  • Filename
    4530059