A nonparametric VSSNLMS algorithm

被引:306
作者
Benesty, Jacob [1 ]
Rey, Hernan
Vega, Leonardo Rey
Tressens, Sara
机构
[1] Univ Quebec, INRS, EMT, Montreal, PQ H5A 1K6, Canada
[2] Univ Buenos Aires, Fac Ingn, Buenos Aires, DF, Argentina
关键词
acoustic echo cancellation; adaptive filters; least mean square (LMS); normalized LMS (NLMS); variable step size NLMS;
D O I
10.1109/LSP.2006.876323
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
The aim of a variable step size normalized least-mean-square (VSS-NLMS) algorithm is to try to solve the conflicting requirement of fast convergence and low misadjustment of the NLMS algorithm. Numerous VSS-NLMS algorithms can be found in the literature with a common point for most of them: they may not work very reliably since they depend on several parameters that are not simple to tune in practice. The objective of this letter is twofold. First, we explain a simple and elegant way to derive VSS-NLMS-type algorithms. Second, a new nonparametric VSS-NLMS is proposed, that is easy to control and gives good performances in the context of acoustic echo cancellation.
引用
收藏
页码:581 / 584
页数:4
相关论文
共 16 条
[1]   A robust variable step-size LMS-type algorithm: Analysis and simulations [J].
Aboulnasr, T ;
Mayyas, K .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1997, 45 (03) :631-639
[2]  
Benesty J., 2001, Advances in network and acoustic echo cancellation
[3]  
Benesty J, 2003, Adaptive signal processing: applications to real-world problems
[4]   ANALYSIS AND IMPLEMENTATION OF VARIABLE STEP-SIZE ADAPTIVE ALGORITHMS [J].
EVANS, JB ;
XUE, P ;
LIU, B .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1993, 41 (08) :2517-2535
[5]   Set-membership filtering and a set-membership normalized LMS algorithm with an adaptive step size [J].
Gollamudi, S ;
Nagaraj, S ;
Kapoor, S ;
Huang, YF .
IEEE SIGNAL PROCESSING LETTERS, 1998, 5 (05) :111-114
[6]   A VARIABLE STEP (VS) ADAPTIVE FILTER ALGORITHM [J].
HARRIS, RW ;
CHABRIES, DM ;
BISHOP, FA .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1986, 34 (02) :309-316
[7]  
Haykin S., 2002, ADAPTIVE FILTER THEO
[8]  
Huang Y., 2006, Acoustic MIMO Signal Processing
[9]   A VARIABLE STEP SIZE LMS ALGORITHM [J].
KWONG, RH ;
JOHNSTON, EW .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 1992, 40 (07) :1633-1642
[10]   Step-size control for acoustic echo cancellation filters - an overview [J].
Mader, A ;
Puder, H ;
Schmidt, GU .
SIGNAL PROCESSING, 2000, 80 (09) :1697-1719