Performance optimization of the active noise control algorithm based on logarithmic function and its application in secondary channel online identification ANC system

被引:0
|
作者
Zhang, Xiandong [1 ]
Wang, Zhengdao [1 ]
Yang, Hui [1 ]
Zhu, Zuchao [1 ]
Wei, Yikun [1 ]
机构
[1] Zhejiang Sci Tech Univ, Fac Mech Engn & Automat, Natl Prov Joint Engn Lab Fluid Transmiss Syst Tec, 2 Jianggan Areas, Hangzhou 310018, Zhejiang, Peoples R China
来源
MEASUREMENT & CONTROL | 2023年 / 56卷 / 3-4期
基金
中国国家自然科学基金;
关键词
Adaptive filter; active noise control; FxLMS; on-line modeling;
D O I
10.1177/00202940221105088
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, several methods about the active noise control (ANC) system are studied. The common adaptive recognition system based on the variable step filter x least mean square (FxLMS) algorithm are elaborated. By introducing the momentum term into the variable step algorithm, the value range of the variable step is increased, so as to speed up the convergence of the algorithm and improve the effect of noise reduction. The weight of the control filter based on the improved logarithmic function variable step size least mean square (VSSLMS) algorithm is updated in the improved second channel online recognition algorithm. The initial smooth noise signal, the noise signal of increasing amplitude, and the abrupt noise signal are utilized to verify the convergence speed and the noise reduction effect of the modified ANC method. Numerical results show that the improved algorithm structure could improve the convergence speed and reduce the noises of the whole system at three different primary noises. The initial smooth noise signal, the noise signal of increasing amplitude, and the abrupt noise signal are utilized to verify the convergence speed and the noise reduction effect of the modified ANC method. Numerical results under three different primary noises show that the improved algorithm structure could improve the convergence speed and reduce the noise of the whole system.
引用
收藏
页码:751 / 762
页数:12
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