Vehicle Engine Noise Cancellation Based on a Multi-Channel Fractional-Order Active Noise Control Algorithm

被引:10
|
作者
Li, Tao [1 ,2 ,3 ]
Wang, Minqi [1 ]
He, Yuyao [1 ]
Wang, Ning [1 ]
Yang, Jun [3 ]
Ding, Rongjun [2 ]
Zhao, Kaihui [4 ,5 ]
机构
[1] Hunan Univ Technol, Coll Railway Transportat, Zhuzhou 412007, Peoples R China
[2] Hunan Univ, Coll Mech & Vehicle Engn, Changsha 410083, Peoples R China
[3] Zhuzhou Times New Mat Technol Co Ltd, Zhuzhou 412007, Peoples R China
[4] Hunan Univ Technol, Coll Elect & Informat Engn, Zhuzhou 412007, Peoples R China
[5] Tokyo Univ Technol, Coll Engn, Hachioji, Tokyo 1920982, Japan
关键词
active noise control; fractional-order calculus; multi-channel; variable step size; vehicle noise; ADAPTIVE FILTER; LMS ALGORITHM; DESIGN;
D O I
10.3390/machines10080670
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
For the problem of low-frequency noise suppression in a large area of the vehicle space, this paper proposes a novel multi-channel fractional-order active noise control algorithm and tests its ability for vehicle engine noise cancellation. The algorithm uses fractional-order calculus to replace the integer-order gradient descent to update the weighting coefficients of the filter, thereby avoiding imbalance or over-tuning phenomena during adaptive active noise cancellation and improving the control accuracy of the algorithm. A computer simulation was conducted in the noise cancellation scene of the vehicle, which showed that the algorithm is capable of suppressing single- and mixed-frequency noises, reducing the average sound pressure by approximately 20 dB. The experimental results demonstrated that the algorithm can effectively reduce the peak sound pressure of low-frequency noise for a certain type of vehicle engine by approximately 10 dB, whereas the total sound pressure level is reduced by approximately 4.7 dB.
引用
收藏
页数:19
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