Theoretical convergence analysis of FxLMS algorithm

被引:114
作者
Ardekani, I. Tabatabaei [1 ]
Abdulla, W. H. [1 ]
机构
[1] Univ Auckland, Dept Elect & Comp Engn, Auckland 1142, New Zealand
关键词
Adaptive filters; FxLMS algorithm; Convergence analysis;
D O I
10.1016/j.sigpro.2010.05.009
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In system identification when a secondary path follows the adaptive filter, the FxLMS algorithm is usually applied for updating the adaptive filter. Although several FxLMS convergence analyses have been conducted in detail, only a few have intended to derive a convergence condition. In fact, available FxLMS convergence conditions are only accurate for simplified cases with pure delay secondary paths or multi-sinusoidal input signals. This paper studies the FxLMS convergence behavior for moving average secondary paths and stochastic input signals. A novel model for predicting the FxLMS convergence behavior is developed. Based on this model, a necessary and sufficient condition for the convergence of the FxLMS is derived. Also, the condition leading to the fastest convergence is proposed. Compared to previously derived convergence conditions, the proposed condition applies to more general secondary paths. Results obtained from this study are found to correspond very well to those obtained from simulation experiments. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:3046 / 3055
页数:10
相关论文
共 15 条
[1]   ANALYSIS OF THE FILTERED-X LMS ALGORITHM [J].
BJARNASON, E .
IEEE TRANSACTIONS ON SPEECH AND AUDIO PROCESSING, 1995, 3 (06) :504-514
[2]  
BURGESS JC, 1981, J ACOUST SOC AM, V70, P715, DOI 10.1121/1.386908
[3]   A wave theory of long adaptive filters [J].
Butterweck, HJ .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2001, 48 (06) :739-747
[4]  
ELLIOTT SJ, 1989, J AUDIO ENG SOC, V37, P899
[6]  
Haykin SS., 2002, ADAPTIVE FILTER THEO, V4
[7]  
Kuo S.M., 1996, Active Noise Control Systems-Algorithms and DSP Implementations
[8]   THE LMS ALGORITHM WITH DELAYED COEFFICIENT ADAPTATION [J].
LONG, G ;
LING, F ;
PROAKIS, JG .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1989, 37 (09) :1397-1405
[9]  
LONG G, 1992, IEEE T SIGNAL PROCES, V40, P230, DOI 10.1109/78.157202
[10]  
Morgan D. R., 1980, ICASSP 80 Proceedings. IEEE International Conference on Acoustics, Speech and Signal Processing, P457