A new variable tap-length LMS algorithm to model an exponential decay impulse response
journal contributionposted on 2009-11-25, 16:24 authored 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.
- Mechanical, Electrical and Manufacturing Engineering