DocumentCode :
1941023
Title :
A fast M-D Chandrasekhar algorithm for second order Volterra adaptive filtering
Author :
Sayadi, Mounir ; Chaari, Abdelkader ; Fnaiech, Farhat ; Najim, Mohamed
Author_Institution :
ESSTT, Tunis, Tunisia
Volume :
3
fYear :
1996
fDate :
7-10 May 1996
Firstpage :
1339
Abstract :
This paper presents a fast method for nonlinear filtering based on multichannel Chandrasekhar equations. By assuming that the adaptive second order Volterra filter may be transformed in a multichannel input linear filter, we present a new form of the second order Volterra filtering based a the fast multichannel Chandrasekhar algorithm. This method has a computational complexity of 3.N3 multiplications per time instant, where N represents the memory span in number of samples of the nonlinear system model. This compares with 7.N3 multiplications required for application of the fast Kalman filter with the same approach. A direct implementation of the RLS algorithm has a computational complexity of N6. The adaptive filter is successfully used in a second order Volterra system identification in a stationary environment
Keywords :
adaptive filters; adaptive signal processing; computational complexity; filtering theory; nonlinear filters; parameter estimation; state-space methods; RLS algorithm; computational complexity; fast Kalman filter; fast M-D Chandrasekhar algorithm; fast multichannel Chandrasekhar algorithm; memory span; multichannel Chandrasekhar equations; multichannel input linear filter; multiplications; nonlinear filtering; nonlinear system model; second order Volterra adaptive filtering; second order Volterra system identification; stationary environment; Adaptive filters; Additive noise; Computational complexity; Filtering algorithms; Irrigation; Nonlinear equations; Nonlinear filters; Signal processing algorithms; System identification; Transversal filters;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
ISSN :
1520-6149
Print_ISBN :
0-7803-3192-3
Type :
conf
DOI :
10.1109/ICASSP.1996.543674
Filename :
543674
Link To Document :
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