• DocumentCode
    3340339
  • Title

    Recent progress in adaptive nonlinear active noise control

  • Author

    Bambang, Riyanto Trilaksono ; Yacoub, R. ; Hertanza, R.

  • Author_Institution
    Sch. of Electr. Eng. & Inf., Inst. Teknol. Bandung, Bandung, Indonesia
  • fYear
    2011
  • fDate
    17-19 July 2011
  • Firstpage
    1
  • Lastpage
    8
  • Abstract
    In this paper recent progress on adaptive nonlinear active noise control is presented. Particular attention is paid to a new learning algorithm for recurrent neural networks based on Adjoint Extended Kalman Filter that is developed for nonlinear active noise control. The overall control structure for active noise control is constructed using two recurrent neural networks: the first neural network is used to model secondary path of active noise control while the second one is employed to generate control signal. Recent work by authors on combined FIR and neural networks is presented for nolinear active noise control to exploit the benefit of high-order tapped delay line in FIR filter and of the nonlinearity of function expansion. Real-time experiment of the proposed algorithm using Digital Signal Processor is carried-out to show the effectiveness of the method.
  • Keywords
    FIR filters; active noise control; adaptive Kalman filters; adaptive control; delay lines; digital signal processing chips; nonlinear control systems; nonlinear filters; recurrent neural nets; FIR filter; adaptive nonlinear active noise control; adjoint extended Kalman filter; control signal generation; digital signal processor; function expansion; high-order tapped delay line; learning algorithm; recurrent neural networks; secondary path model; Artificial neural networks; Finite impulse response filter; Neurons; Noise; Recurrent neural networks; Signal processing algorithms; active noise control; neural networks; nonlinear;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Electrical Engineering and Informatics (ICEEI), 2011 International Conference on
  • Conference_Location
    Bandung
  • ISSN
    2155-6822
  • Print_ISBN
    978-1-4577-0753-7
  • Type

    conf

  • DOI
    10.1109/ICEEI.2011.6021848
  • Filename
    6021848