Efficient implementation of the Volterra filter

Citation
Mj. Reed et Moj. Hawksford, Efficient implementation of the Volterra filter, IEE P-VIS I, 147(2), 2000, pp. 109-114
Citations number
20
Categorie Soggetti
Eletrical & Eletronics Engineeing
Journal title
IEE PROCEEDINGS-VISION IMAGE AND SIGNAL PROCESSING
ISSN journal
1350245X → ACNP
Volume
147
Issue
2
Year of publication
2000
Pages
109 - 114
Database
ISI
SICI code
1350-245X(200004)147:2<109:EIOTVF>2.0.ZU;2-1
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 obta ined directly from a one-dimensional Fourier transform. In addition to the sparse nature of the transformed input matrix, symmetries in both the Volte rra filter and the frequency domain representation are exploited to increas e the efficiency of the algorithm. The computational saving is demonstrated by comparing it with the direct implementation of the time domain represen tation and another technique which uses a frequency domain representation b ut does not utilise symmetry.