An online decoupling-whitening frequency domain filtered-error least mean square algorithm for active road noise control

被引:1
|
作者
Lian, Siyuan [1 ]
Li, Tianyou [1 ]
Gu, Jincheng [2 ]
Hu, Yuxiang [2 ]
Zhu, Changbao [2 ]
Wang, Shuping [1 ]
Lu, Jing [1 ]
机构
[1] Nanjing Univ, Inst Acoust, Key Lab Modern Acoust, Nanjing 210093, Peoples R China
[2] Nanjing Inst Adv Artificial Intelligence, NJU Horizon Intelligent Audio Lab, Nanjing 210014, Peoples R China
来源
基金
中国国家自然科学基金;
关键词
X LMS; SOUND; FACTORIZATION; ADAPTATION;
D O I
10.1121/10.0028312
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Active road noise control (ARNC) systems have been widely investigated for low-frequency road noise attenuation in vehicle cabins. Multiple reference and error sensors are usually required to ensure noticeable noise reduction. However, this tends to slow down the convergence speed of adaptive algorithms due to the coupling of secondary paths and the cross correlation of reference signals. Furthermore, the high computational burden of normally utilized multichannel control algorithms exacerbates the difficulty of practical implementations. In this paper, an online decoupling-whitening frequency domain filtered-error least mean square (ODW-FDFeLMS) algorithm is proposed to address the aforementioned problems. Secondary path decoupling through inner-outer product decomposition and online reference whitening through spectral factorization effectively accelerate the convergence rate. Additionally, the utilization of the filtered-error algorithm based on frequency domain processing mitigates the computational complexity. Simulations with measured road noise data confirm the superiority of the ODW-FDFeLMS algorithm over existing algorithms in terms of convergence speed and computational complexity. Real-time experiments in a vehicle cabin further confirm the effectiveness of the proposed algorithm.
引用
收藏
页码:1413 / 1424
页数:12
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