A new variable tap-length LMS algorithm to model an exponential decay impulse response

Zhang, Yonggang; Chambers, Jonathon; Sanei, Saeid; Kendrick, Paul; Cox, Trevor J.

A New Variable Tap-Length LMS Algorithm.pdf (300.56 kB)

A new variable tap-length LMS algorithm to model an exponential decay impulse response

journal contribution

posted on 25.11.2009, 16:24 by Yonggang Zhang, Jonathon Chambers, Saeid Sanei, Paul Kendrick, Trevor J. Cox

This letter proposes a new variable tap-length least-mean-square (LMS) algorithm for applications in which the unknown filter impulse response sequence has an exponential decay envelope. The algorithm is designed to minimize the mean-square deviation (MSD) between the optimal and adaptive filter weight vectors at each iteration. Simulation results show the proposed algorithm has a faster convergence rate as compared with the fixed tap-length LMS algorithm and is robust to the initial tap-length choice.

History

School

Mechanical, Electrical and Manufacturing Engineering

Citation

ZHANG, Y. ... et al, 2007. A new variable tap-length LMS algorithm to model an exponential decay impulse response. IEEE Signal Processing Letters, 14 (4), pp. 263-266.

Publisher

Version

VoR (Version of Record)

Publication date

2007

Notes

This article was published in the journal IEEE Signal Processing Letters [© IEEE] and is also available at: http://ieeexplore.ieee.org/. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE.