A novel feedback active noise control for broadband chaotic noise and random noise

被引:23
|
作者
Luo, Lei [1 ]
Sun, Jinwei [1 ]
Huang, Boyan [1 ]
机构
[1] Harbin Inst Technol, Sch Elect Engn & Automat, Harbin 150001, Peoples R China
基金
美国国家科学基金会;
关键词
Feedback ANC; Chaotic noise; Random noise; Wavelet packet; FXLMS; WAVELET TRANSFORM; LMS ALGORITHM; COMPRESSION;
D O I
10.1016/j.apacoust.2016.09.029
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The feedback active noise control (ANC) can be seen as a predictor, the conventional method based on filtered-x least mean square (FXLMS) algorithm can only be useful for linear and tonal noise, but for non-linear and broadband noise, it is useless. The feedback ANC using functional link artificial neural networks (FLANN) based on filtered-s least mean square (FSLMS) algorithm can reduce some nonlinear noise such as chaotic noise, but the noise cancellation performance is not very well, at the same time, it is not useful to random noise. To solve the problem above, a new feedback ANC using wavelet packet FXLMS (WPFXLMS) algorithm is proposed in this paper. By decomposing the broadband noise into several band-limited parts which are predictable and each part is controlled independently, the proposed algorithm can not only suppress the chaotic noise, but also mitigate the random noise. Compared with FXLMS and FSLMS algorithms, proposed WPFXLMS algorithm also holds the best performance on noise cancellation. Numerous simulations are conducted to demonstrate the effectiveness of the proposed WPFXLMS algorithm. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:229 / 237
页数:9
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