DocumentCode :
1351730
Title :
Efficient implementation of the Volterra filter
Author :
Reed, M.J. ; Hawksford, M.O.J.
Author_Institution :
Dept. of Electron. Syst. Eng., Essex Univ., Colchester, UK
Volume :
147
Issue :
2
fYear :
2000
fDate :
4/1/2000 12:00:00 AM
Firstpage :
109
Lastpage :
114
Abstract :
An efficient implementation of the Volterra filter is presented which uses a frequency domain representation to reduce the number of computations. The multidimensional convolution of the Volterra filter is transformed to the frequency domain giving a transformed input matrix which is sparse and obtained directly from a one-dimensional Fourier transform, in addition to the sparse nature of the transformed input matrix, symmetries in both the Volterra filter and the frequency domain representation are exploited to increase the efficiency of the algorithm. The computational saving is demonstrated by comparing it with the direct implementation of the time domain representation and another technique which uses a frequency domain representation but does not utilise symmetry
Keywords :
Fourier transforms; Volterra series; computational complexity; convolution; filtering theory; frequency-domain synthesis; multidimensional signal processing; nonlinear filters; sparse matrices; Volterra filter; computational complexity reduction; efficient implementation; frequency domain representation; multidimensional convolution; one-dimensional Fourier transform; sparse matrix; transformed input matrix;
fLanguage :
English
Journal_Title :
Vision, Image and Signal Processing, IEE Proceedings -
Publisher :
iet
ISSN :
1350-245X
Type :
jour
DOI :
10.1049/ip-vis:20000183
Filename :
848572
Link To Document :
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