Statistical analysis of multichannel FxLMS algorithm for narrowband active noise control

被引:1
|
作者
Gong, Chen [1 ,2 ]
Wu, Ming [1 ,2 ]
Guo, Jianfeng [3 ,5 ]
Chen, Jing [1 ,2 ]
Zhang, Zeqiang [1 ,2 ]
Cao, Yin [4 ]
Yang, Jun [1 ,2 ,5 ]
机构
[1] Chinese Acad Sci, Inst Acoust, Key Lab Noise & Vibrat Res, Beijing 100190, Peoples R China
[2] Univ Chinese Acad Sci, Sch Elect Elect & Commun Engn, Beijing 100049, Peoples R China
[3] Taiyuan Univ Technol, Coll Data Sci, Taiyuan 030024, Peoples R China
[4] Univ Surrey, Ctr Vis Speech & Signal Proc CVSSP, Guildford GU2 7XH, Surrey, England
[5] Chinese Acad Sci, Inst Acoust, State Key Lab Acoust, Beijing 100190, Peoples R China
来源
SIGNAL PROCESSING | 2022年 / 200卷
关键词
Multichannel narrowband active noise; control; Statistical analysis; FxLMS; Transient convergence behavior; Steady-state behavior; AFFINE PROJECTION ALGORITHMS; CONTROL SYSTEM; STOCHASTIC-ANALYSIS; FREQUENCY MISMATCH; LMS ALGORITHM; TRANSIENT;
D O I
10.1016/j.sigpro.2022.108646
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
This paper analyzes the statistical performance of a multichannel narrowband active noise control (NANC) system based on the filtered-x least mean square (FxLMS) algorithm. The difference equations for the mean and mean square transient convergence behavior of the multichannel NANC system are derived. Steady-state expressions for weight-errors and mean square errors are then developed in closed forms. Stability boundaries for the multichannel FxLMS algorithm in the mean and mean square sense are also derived. When considering the mean square convergence, the coupling between the cross secondary paths and different frequencies is considered skillfully by matrixing and vectorization operations. Ex-tensive simulations verify the accuracy of the theoretical analysis. Our findings deepen the understanding of the transient and steady-state behaviors of the multichannel NANC system and provide guidance for algorithm design, facilitate its improvement, and assist in parameter selection. (c) 2022 Elsevier B.V. All rights reserved.
引用
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页数:18
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