MULTILAYER VOLTERRA FILTER AND ITS APPLICATIONS

Authors
Citation
S. Osowski, MULTILAYER VOLTERRA FILTER AND ITS APPLICATIONS, NEURAL COMPUTING & APPLICATIONS, 4(4), 1996, pp. 228-236
Citations number
10
Categorie Soggetti
Computer Sciences, Special Topics","Computer Science Artificial Intelligence
ISSN journal
09410643
Volume
4
Issue
4
Year of publication
1996
Pages
228 - 236
Database
ISI
SICI code
0941-0643(1996)4:4<228:MVFAIA>2.0.ZU;2-X
Abstract
The paper presents the application of the successive linearisation to the neural network implementation of the Volterra filter. Applying the signal flow graph approach, the new learning rules for adaptation of weights of the multilayer network structure obtained are given. The mu ltilayer structure presented is applied to signal processing, includin g identification of the parameters of the plant, noise cancelling and signal prediction. The results of the simulation of the filter in thes e three basic application modes are presented and discussed.