A MODIFIED NLMS ALGORITHM FOR ADAPTIVE NOISE CANCELLATION

被引:4
作者
Bai, Lin [1 ]
Yin, Qinye [1 ]
机构
[1] Xi An Jiao Tong Univ, Minist Educ, Key Lab Intelligent Networks & Network Secur, Xian 710049, Peoples R China
来源
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING | 2010年
关键词
Adaptive noise cancellation; NLMS algorithm; Taylor's expansion;
D O I
10.1109/ICASSP.2010.5495868
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Adaptive noise cancellation (ANC) is used widely to reduce noise from a noisy speech sound. However the least-mean-square (LMS) algorithm and its variants, such as the normalized (N) LMS, the modified (M)-LMS and the constrained stability (CS)-LMS algorithms do not perform well in ANC since the desired speech signal has a bad effect on the convergence rate and steady state misadjustment of these algorithms. Thus, we propose a new adaptive algorithm that further relaxes the constraint in the CS-LMS algorithm. The new algorithm attempts to minimize the estimation error of the a posteriori error and the estimation is obtained using the concept of Taylor's expansion. The analysis and simulation results show that the proposed new algorithm outperforms the NLMS and CS-LMS algorithms.
引用
收藏
页码:3726 / 3729
页数:4
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