Adaptive feedback active noise control using wavelet frames: simulation and experimental results

被引:8
|
作者
Akraminia, Mahdi [1 ]
Mahjoob, Mohammad J. [1 ]
机构
[1] Univ Tehran, Sch Mech Engn, Coll Engn, Mechatron Lab, Tehran, Iran
基金
美国国家科学基金会;
关键词
Feedback active noise control; system identification; adaptive wavelet networks; nonlinear adaptive systems; mechatronics; CONTROL SYSTEM; NONLINEAR NOISE; NEURAL-NETWORK;
D O I
10.1177/1077546314545835
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Two strategies for adaptive feedback active noise control (ANC) systems are presented here based on wavelet frames. In the first strategy, the noise at the cancellation point is estimated and used as the reference signal in the feedforward ANC system. In the second strategy only the error signal is utilized in the wavelet-based ANC system. The advantages of the second method are: simple structure and less computational load (no need to estimate noise) as well as less sensitivity to the accuracy of estimated secondary path filter. Its disadvantage is high sensitivity to learning rate. To treat this, an adaptive learning rate is proposed to maintain the stability and convergence rate simultaneously. Simulations are carried out for typical linear/nonlinear cases to compare the proposed methods with FxLMS and neural network-based ANC algorithms. Experiments are then conducted to evaluate the developed algorithms. Results show the superior performance of proposed methods in terms of the convergence rate and noise attenuation especially in the presence of an inaccurate identified secondary path filter.
引用
收藏
页码:1895 / 1912
页数:18
相关论文
共 50 条
  • [1] Feedforward active noise control using wavelet frames: simulation and experimental results
    Akraminia, Mahdi
    Mahjoob, Mohammad J.
    Niazi, Amir H.
    JOURNAL OF VIBRATION AND CONTROL, 2017, 23 (04) : 555 - 573
  • [2] Nonlinear active noise control using adaptive rational functions with second-order poles frames: Simulation and experimental results
    Akraminia, M.
    Mahjoob, M. J.
    Ghadami, M.
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 2015, 229 (09) : 1708 - 1723
  • [3] An adaptive feedback active noise control system
    Tsuei, TG
    Srinivasa, A
    Kuo, SM
    PROCEEDINGS OF THE 2000 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, 2000, : 249 - 254
  • [4] Active noise control using adaptive POLYnominal Gaussian WinOwed wavelet networks
    Akraminia, M.
    Mahjoob, M. J.
    Tatari, M.
    JOURNAL OF VIBRATION AND CONTROL, 2015, 21 (15) : 3020 - 3033
  • [5] Active noise control in ducts using non-adaptive feedforward/feedback control
    Chait, Y
    Hollot, CV
    Mehta, P
    Zheng, Y
    PROCEEDINGS OF NOISE-CON 96 - THE 1996 NATIONAL CONFERENCE ON NOISE CONTROL ENGINEERING, VOLS 1 AND 2, 1996, : 379 - 384
  • [6] Adaptive Feedback Active Noise Control for Yacht Environments
    Peretti, Paolo
    Cecchi, Stefania
    Romoli, Laura
    Piazza, Francesco
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2014, 22 (02) : 737 - 744
  • [7] A simplified adaptive feedback active noise control system
    Wu, Lifu
    Qiu, Xiaojun
    Guo, Yecai
    APPLIED ACOUSTICS, 2014, 81 : 40 - 46
  • [8] Applications of adaptive feedback active noise control system
    Kuo, SM
    Kong, X
    Gan, WS
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2003, 11 (02) : 216 - 220
  • [9] ADAPTIVE ALGORITHMS AND EXPERIMENTAL-VERIFICATION OF FEEDBACK ACTIVE NOISE-CONTROL SYSTEMS
    KUO, SM
    VIJAYAN, D
    NOISE CONTROL ENGINEERING JOURNAL, 1994, 42 (02) : 37 - 46
  • [10] IMPROVED PARALLEL FEEDBACK ACTIVE NOISE CONTROL USING LINEAR PREDICTION FOR ADAPTIVE NOISE DECOMPOSITION
    Ganguly, Anshuman
    Reddy, Chandan K. A.
    Panahi, Issa
    2015 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING (ICASSP), 2015, : 664 - 668