A DIFFUSION FXLMS ALGORITHM FOR MULTI-CHANNEL ACTIVE NOISE CONTROL AND VARIABLE SPATIAL SMOOTHING

被引:8
作者
Chu, Y. J. [1 ]
Chan, S. C. [2 ]
Mak, C. M. [3 ]
Wu, M. [4 ]
机构
[1] South China Univ Technol, State Key Lab Subtrop Bldg Sci, Guangzhou, Peoples R China
[2] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China
[3] Hong Kong Polytech Univ, Dept Bldg Serv Engn, Hong Kong, Peoples R China
[4] Chinese Acad Sci, Inst Acoust, Key Lab Noise & Vibrat Res, Beijing, Peoples R China
来源
2021 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP 2021) | 2021年
关键词
diffusion FxLMS; multitask problem; performance analysis; network design; LMS;
D O I
10.1109/ICASSP39728.2021.9414609
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
This paper studies the diffusion (Diff) control for multi-channel ANC systems, where a group of controllers and error microphones are physically distributed at different locations within a large area. In this case, the conventional consensus agreement for controllers cannot be reached. To solve this problem, a new Diff filtered-x least mean squares (Diff-FxLMS) algorithm that incorporates the knowledge of spatial smoothness is proposed. Compared to conventional Diff control criteria that have a fixed spatial smoothing strategy, the proposed Diff-FxLMS adjusts a so called spatial regularization (SR) coefficient adaptively such that the neighboring controllers keep their decision variables close to one another to minimize the global cost function while giving preference to possibly distinct local signals. A detailed performance analysis is carried out and verified by simulation. Based on the analysis, a variable SR formula is derived. The performance of the proposed algorithm is also compared with conventional methods.
引用
收藏
页码:4695 / 4699
页数:5
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