• DocumentCode
    774417
  • Title

    On the implementation of the frequency-domain LMS adaptive filter

  • Author

    Ogunfunmi, A.O. ; Peterson, A.M.

  • Author_Institution
    Dept. of Electr. Eng., Santa Clara Univ., CA, USA
  • Volume
    39
  • Issue
    5
  • fYear
    1992
  • fDate
    5/1/1992 12:00:00 AM
  • Firstpage
    318
  • Lastpage
    322
  • Abstract
    Alternative implementations for the frequency-domain LMS adaptive filter are presented. One of the implementations uses an LMS steepest-descent algorithm to compute the discrete Fourier transform (DFT). Therefore, the frequency-domain LMS adaptive filter is implemented as a cascade of two parts, with each one running the LMS adaptive algorithm. This requires fewer computations than the FFT for large filter lengths. Simulations of practical applications of frequency-domain LMS adaptive filters are carried out to determine their suitability, and comparisons are made with simulations using the FFT. For real input data, another frequency-domain LMS adaptive filter is suggested based on the discrete Hartley transform (DHT)
  • Keywords
    Fourier transforms; adaptive filters; computational complexity; digital filters; filtering and prediction theory; identification; least squares approximations; DFT; DHT; LMS adaptive filter; LMS steepest-descent algorithm; discrete Fourier transform; discrete Hartley transform; frequency-domain; Adaptive filters; Computational modeling; Digital signal processing; Discrete Fourier transforms; Filter bank; Finite impulse response filter; Frequency response; Least squares approximation; Prototypes; Signal synthesis;
  • fLanguage
    English
  • Journal_Title
    Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1057-7130
  • Type

    jour

  • DOI
    10.1109/82.142034
  • Filename
    142034