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Fuzzy neural network with fast backpropagation learning

Author(s)
Mugnuolo, Raffaele  
Wang, Zhiling
De Sario, Marco
Guerriero, Andrea
Date Issued
1995-03-01
Abstract
Neural filters with multilayer backpropagation network have been proved to be able to define mostly all linear or non-linear filters. Because of the slowness of the networks convergency, however, the applicable fields have been limited. In this paper, fuzzy logic is introduced to adjust learning rate and momentum parameter depending upon output errors and training times. This makes the convergency of the network greatly improved. Test curves are shown to prove the fast filters performance.
URI
https://hdl.handle.net/20.500.13025/258
DOI
10.1117/12.205255
URL
http://proceedings.spiedigitallibrary.org/proceeding.aspx?articleid=992617
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