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
fDate :
5/1/1992 12:00:00 AM
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;
Journal_Title :
Circuits and Systems II: Analog and Digital Signal Processing, IEEE Transactions on