• DocumentCode
    2109639
  • Title

    A new modified variable step size for the LMS algorithm

  • Author

    Okello, James ; Itoh, Yoshio ; Fukui, Yutaka ; NAKANISHI, Isao ; Kobayashi, Masaki

  • Author_Institution
    Fac. of Eng., Tottori Univ., Japan
  • Volume
    5
  • fYear
    1998
  • fDate
    31 May-3 Jun 1998
  • Firstpage
    170
  • Abstract
    Adaptive FIR digital filters which use the LMS algorithm have found application in quite a wide area of digital signal processing due to their simplicity. In all these areas of application, the measurement of good performance has always been a faster convergence compounded with minimum misadjustment. However, with the LMS algorithm, a higher convergence speed is always complemented by a higher misadjustment. In trying to overcome this trade off, different kinds of variable step size algorithms and the modified variable step size algorithm have been proposed. Unfortunately these algorithms are affected by colored disturbance signal. In this paper we propose a new modified variable step size algorithm, which is independent of both white and colored disturbance noise
  • Keywords
    FIR filters; adaptive filters; digital filters; least mean squares methods; LMS algorithm; adaptive FIR digital filters; colored disturbance signal; convergence speed; digital signal processing; misadjustment; modified variable step size; Colored noise; Convergence; Digital filters; Digital signal processing; Finite impulse response filter; Least squares approximation; Signal processing algorithms; System identification; Transfer functions; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1998. ISCAS '98. Proceedings of the 1998 IEEE International Symposium on
  • Conference_Location
    Monterey, CA
  • Print_ISBN
    0-7803-4455-3
  • Type

    conf

  • DOI
    10.1109/ISCAS.1998.694435
  • Filename
    694435