Title :
Parallel-cascade realizations and approximations of truncated Volterra systems
Author :
Panicker, T.M. ; Mathews, V.John
Author_Institution :
Dept. of Electr. Eng., Utah Univ., Salt Lake City, UT, USA
Abstract :
This paper introduces parallel-cascade realizations of truncated Volterra systems with arbitrary, but finite order of nonlinearity. Parallel-cascade realizations implement higher-order Volterra systems using parallel and multiplicative combinations of lower-order Volterra systems. Such realizations are very modular and therefore well-suited for VLSI implementation. A systematic way of approximating higher-order Volterra systems in parallel-cascade form using a reduced number of branches and a bound on the mean-square error in the output signals caused by such approximate realizations are derived. A variation of the parallel-cascade structure in which a pth order Volterra filter is implemented as a parallel combination of linear filters whose outputs are raised to the pth power is also described
Keywords :
Volterra series; approximation theory; cascade networks; delay circuits; filtering theory; VLSI implementation; Volterra filter; higher-order Volterra systems; linear filters; lower-order Volterra systems; mean-square error bound; output signals; parallel-cascade approximations; parallel-cascade realizations; truncated Volterra systems; Adaptive filters; Adaptive signal processing; Image processing; Kernel; Matrix decomposition; Nonlinear filters; Nonlinear systems; Power system modeling; Signal detection; Very large scale integration;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1996. ICASSP-96. Conference Proceedings., 1996 IEEE International Conference on
Conference_Location :
Atlanta, GA
Print_ISBN :
0-7803-3192-3
DOI :
10.1109/ICASSP.1996.544106