Feedforward Active Noise Control With a New Variable Tap-Length and Step-Size Filtered-X LMS Algorithm

被引:48
作者
Chang, Dah-Chung [1 ]
Chu, Fei-Tao [2 ]
机构
[1] Natl Cent Univ, Dept Commun Engn, Taoyuang 32001, Taiwan
[2] Foxlink Image Technol CO Ltd, Taipei 236, Taiwan
关键词
Active noise control; exponential decay response; filtered-X LMS; mean-square deviation; noise reduction ratio; secondary path model; CONVERGENCE ANALYSIS; PERFORMANCE ANALYSIS; FXLMS ALGORITHM; SYSTEM; MODEL;
D O I
10.1109/TASLP.2013.2297016
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The fixed tap-length and step-size filtered-X least mean-square (FxLMS) algorithm is conventionally used in active noise control (ANC) systems. A tradeoff between the performance and the convergence rate is a well-known problem due to the choice of the step size. Although the variable-step-size FxLMS algorithms have been proposed for fast convergence, a long tap-length filter is frequently required in order to deal with different environments such that the convergence rate is still subject to a small step size for the long tap length. In this paper, we study a new ANC system with a variable tap-length and step-size FxLMS algorithm. Based on the assumption of an unsymmetric and two-sided exponential decay response model for the ANC control filter, the new FxLMS algorithm has the minimum mean-square deviation for the optimal filter coefficients. In the online secondary path modeling ANC system, simulation results show that the new algorithm with different kind of variable step sizes can provide significant improvements of convergence rate and noise reduction ratio, compared to the fixed-tap-length FxLMS algorithms.
引用
收藏
页码:542 / 555
页数:14
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