• DocumentCode
    3459956
  • Title

    SPSA for noisy non-stationary blind source separation

  • Author

    Durrani, Tariq ; Morison, Gordon

  • Author_Institution
    Dept. of Electron. & Electr. Eng., Strathclyde Univ., Glasgow, UK
  • Volume
    5
  • fYear
    2003
  • fDate
    6-10 April 2003
  • Abstract
    In this paper a novel application of the simultaneous perturbation stochastic approximation algorithm (SPSA) to the noisy non-stationary blind source separation problem is presented and described. The proposed approach demonstrates the algorithm with a second order cost function suitable for applications to non-stationary data. Some extensions to the algorithm that are currently being investigated are also described in the paper, and the algorithm performance is demonstrated via simulation.
  • Keywords
    approximation theory; blind source separation; stochastic processes; SPSA; noisy blind source separation; nonstationary blind source separation; performance; second order cost function; simultaneous perturbation stochastic approximation algorithm; Approximation algorithms; Blind source separation; Cost function; Equations; Management training; Sensor arrays; Signal processing; Source separation; Stochastic processes; Vectors;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2003. Proceedings. (ICASSP '03). 2003 IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-7663-3
  • Type

    conf

  • DOI
    10.1109/ICASSP.2003.1199925
  • Filename
    1199925