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
Link To Document :
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