• DocumentCode
    3421757
  • Title

    A technique to improve convergence speed of the LMS algorithm

  • Author

    Nishikawa, Kiyoshi ; Kiya, Hitoshi

  • Author_Institution
    Dept. of Electron. & Inf. Eng., Tokyo Metropolitan Univ., Japan
  • Volume
    2
  • fYear
    1994
  • fDate
    30 May-2 Jun 1994
  • Firstpage
    405
  • Abstract
    This paper describes a technique for improving the convergence speed of the LMS algorithm. The main idea of the technique is to increase the number of updatings of the filter weights per unit time so that the convergence speed is accelerated according to the number of updatings. The validity of the technique is shown by considering the deriving process of the LMS algorithm from the steepest descent algorithm. We present the two example structures for implementing the technique in actual applications. Finally we show the results of computer simulations
  • Keywords
    Acceleration; Adaptive filters; Adaptive systems; Application software; Computer simulation; Convergence; Digital filters; Least squares approximation; Least squares methods; Numerical stability;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Circuits and Systems, 1994. ISCAS '94., 1994 IEEE International Symposium on
  • Conference_Location
    London
  • Print_ISBN
    0-7803-1915-X
  • Type

    conf

  • DOI
    10.1109/ISCAS.1994.408988
  • Filename
    408988