Title :
Steady-State Performance Analysis of a Variable Tap-Length LMS Algorithm
Author :
Zhang, Yonggang ; Li, Ning ; Chambers, Jonathon A. ; Sayed, A.H.
Author_Institution :
Cardiff Univ., Cardiff
Abstract :
A steady-state performance analysis of the fractional tap-length (FT) variable tap-length least mean square (LMS) algorithm is presented in this correspondence. Based on the analysis, a mathematical formulation for the steady-state tap length is obtained. Some general criteria for parameter selection are also given. The analysis and the associated discussions give insight into the performance of the FT algorithm, which may potentially extend its practical applicability. Simulation results support the theoretical analysis and discussions.
Keywords :
adaptive filters; least mean squares methods; LMS Algorithm; adaptive filter; fractional tap-length variable tap-length least mean square algorithm squares; mathematical formulation; parameter selection; steady-state performance analysis; Adaptive filters; Algorithm design and analysis; Digital filters; Digital signal processing; Least squares approximation; Mean square error methods; Performance analysis; Robustness; Signal processing algorithms; Steady-state; Adaptive filters; steady-state performance analysis; variable tap-length LMS algorithm;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2007.907805
