• DocumentCode
    705892
  • Title

    A stochastic model for a new robust NLMS algorithm

  • Author

    Rey Vega, Leonardo ; Rey, Hernan ; Benesty, Jacob ; Tressens, Sara

  • Author_Institution
    Fac. de Ing., Univ. de Buenos Aires, Buenos Aires, Argentina
  • fYear
    2007
  • fDate
    3-7 Sept. 2007
  • Firstpage
    375
  • Lastpage
    379
  • Abstract
    We present a stochastic model for a new recently proposed robust NLMS algorithm. Under very standard and reasonable assumptions we show that the algorithm converges to the true unknown system in a mean square sense. With the aggregate of more restrictive, but standard, assumptions we can build a model for the transient behavior of the algorithm. The model can take into account the presence of impulsive noise. Finally we also present simulations results which show the excellent agreement with the model.
  • Keywords
    adaptive filters; impulse noise; mean square error methods; NLMS algorithm; impulsive noise; normalized mean square algorithm; Adaptation models; Mathematical model; Noise; Robustness; Signal processing algorithms; Steady-state; Transient analysis;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing Conference, 2007 15th European
  • Conference_Location
    Poznan
  • Print_ISBN
    978-839-2134-04-6
  • Type

    conf

  • Filename
    7098828