Development and experimental verification of a new computationally efficient parallel narrowband active noise control system

被引:7
|
作者
Chen, Wan [1 ,2 ,3 ]
Lu, Chihua [1 ,2 ]
Williams, Huw [3 ]
Liu, Zhien [1 ,2 ]
Sun, Yi [1 ,2 ]
机构
[1] Wuhan Univ Technol, Hubei Key Lab Adv Technol Automot Components, Wuhan 430070, Peoples R China
[2] Foshan Xianhu Lab Adv Energy Sci & Technol Guangd, Foshan 528200, Peoples R China
[3] Univ Birmingham, Sch Engn, Dept Mech Engn, Birmingham B15 2TT, W Midlands, England
基金
中国国家自然科学基金;
关键词
Narrowband active noise control; Computational cost; Filtered-error structure; Local secondary path estimation; Real-time experiments; X LMS ALGORITHM; FREQUENCY MISMATCH; ANC SYSTEM; FILTER;
D O I
10.1016/j.apacoust.2021.108510
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
The filtered-x least mean square based narrowband active noise control (FX-NANC) system with a parallel structure is typically used to cancel low-frequency multi-tonal noise. The computational efficiency and system performance may, however, be greatly degraded due to an increase in the number of controlled frequencies or the length of estimated secondary path. To alleviate this problem, a cost saving FE-NANC system has been recently proposed, but the system suffers from slow convergence. This paper presents a local secondary path estimation based filtered-error least mean square (LFELMS) algorithm and applies it to a narrowband active noise control (NANC) system. By filtering a single error signal with a set of low-order local secondary path (LSP) models to obtain filtered signals for weight updating, the proposed LFELMS based NANC (LFE-NANC) system requires significantly less computational cost compared to the FX-NANC system and has considerably faster convergence speed than the FE-NANC system. Two new LSP modeling methods are also proposed. In addition, a computational complexity analysis of some typical NANC systems and the proposed LFE-NANC system is provided. Numerical simulations are performed to investigate the accuracy of the LSP modeling methods and compare the performance of the proposed system with other NANC systems. Finally, real-time experiments are conducted to confirm the effectiveness of the proposed system in single-tone, multi-tone and non-stationary situations. (c) 2021 Elsevier Ltd. All rights reserved.
引用
收藏
页数:16
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