• DocumentCode
    678811
  • Title

    Fractional Lower Order Moment (FLOM)-Based Adaptive Algorithm with Data-Reusing for Active Noise Control of Impulsive Sources

  • Author

    Akhtar, Muhammad Tahir

  • Author_Institution
    Univ. for Electro-Commun., Chofu, Japan
  • fYear
    2013
  • fDate
    2-5 Dec. 2013
  • Firstpage
    31
  • Lastpage
    37
  • Abstract
    This paper deals with active noise control (ANC) for impulsive noise sources being modeled using non-Gaussian stable process. The filtered-x-LMS (FxLMS) algorithm is based on minimization of the variance of the error signal, and becomes unstable for impulsive noise. The filtered-x least mean p-power (FxLMP) algorithm - based on minimizing the fractional lower order moment (FLOM) - gives robust performance for impulsive ANC; however, its convergence speed is very slow. This paper proposes modifying and employing a generalized normalized LMP (GNLMP) algorithm for impulsive ANC. The proposed approach is based on data-reusing (DR) type adaptive algorithm. The main idea is to improve the stability by efficiently normalizing the step-size, and improve the convergence speed by reusing the recent data. Extensive simulations are carried out, which demonstrate the effectiveness of the proposed algorithm in comparison with the existing algorithms.
  • Keywords
    acoustic noise; acoustic signal processing; active noise control; adaptive filters; impulse noise; DR type adaptive algorithm; FLOM-based adaptive algorithm; FxLMP algorithm; FxLMS algorithm; GNLMP algorithm; active noise control; convergence speed; data-reusing type adaptive algorithm; error signal; filtered-x least mean p-power algorithm; filtered-x-LMS algorithm; fractional lower order moment; generalized normalized LMP algorithm; impulsive ANC; impulsive noise sources; nonGaussian stable process; variance minimization; Adaptive algorithms; Convergence; Finite impulse response filters; Microphones; Noise; Robustness; Standards; active noise control; data-reusing; fractional lower order moment (FLOM); generalized LMP algorithm; non-gaussian stable processes;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal-Image Technology & Internet-Based Systems (SITIS), 2013 International Conference on
  • Conference_Location
    Kyoto
  • Type

    conf

  • DOI
    10.1109/SITIS.2013.17
  • Filename
    6727166