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
相关论文
共 50 条
  • [31] Time- and frequency-domain X-block least-mean-square algorithms for active noise control
    Shen, Q
    Spanias, AS
    NOISE CONTROL ENGINEERING JOURNAL, 1996, 44 (06) : 281 - 293
  • [32] Multichannel two-gradient direction filtered reference least mean square algorithm for output-constrained multichannel active noise control
    Shi, Dongyuan
    Lam, Bhan
    Shen, Xiaoyi
    Gan, Woon-Seng
    SIGNAL PROCESSING, 2023, 207
  • [33] A recursive least square algorithm for active control of mixed noise
    Wu, Lifu
    Qiu, Xiaojun
    Burnett, Ian S.
    Guo, Yecai
    JOURNAL OF SOUND AND VIBRATION, 2015, 339 : 1 - 10
  • [34] An Advanced Feedback Filtered-x Least Mean Square Algorithm for Wideband Noise Removal
    Mohapatra, Shibalik
    Kar, Asutosh
    2015 12TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2015,
  • [35] Time-frequency-domain filtered-x LMS algorithm for active noise control
    Tang, X. L.
    Lee, C. -M.
    JOURNAL OF SOUND AND VIBRATION, 2012, 331 (23) : 5002 - 5011
  • [36] Enhanced filtered-x least mean M-estimate algorithm for active impulsive noise control
    Sun, Guohua
    Li, Mingfeng
    Lim, Teik C.
    APPLIED ACOUSTICS, 2015, 90 : 31 - 41
  • [37] A New Block Least Mean Square Algorithm for Improved Active Noise Cancellation
    Ghosh, Monalisha
    Dhal, Monali
    Goel, Pankaj
    Kar, Asutosh
    Mahapatra, Shivalik
    Chandra, Mahesh
    INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS, VOL 3, INDIA 2016, 2016, 435 : 317 - 328
  • [38] New feedforward filtered-x least mean square algorithm with variable step size for active vibration control
    Fang, Yubin
    Zhu, Xiaojin
    Gao, Zhiyuan
    Hu, Jiaming
    Wu, Jian
    JOURNAL OF LOW FREQUENCY NOISE VIBRATION AND ACTIVE CONTROL, 2019, 38 (01) : 187 - 198
  • [39] M-max partial update leaky bilinear filter-error least mean square algorithm for nonlinear active noise control
    Dinh Cong Le
    Li, Defang
    Zhang, Jiashu
    APPLIED ACOUSTICS, 2019, 156 : 158 - 165
  • [40] Novel active noise control based on a robust filtered-x normalized least mean square sign algorithm against large measurement and impulsive noises
    Kim, Dong Woo
    Lee, JunHui
    Na, Hyeon-Woo
    Park, Chan
    Park, PooGyeon
    2020 20TH INTERNATIONAL CONFERENCE ON CONTROL, AUTOMATION AND SYSTEMS (ICCAS), 2020, : 617 - 621