Dynamic behaviors in chaotic bidirectional associative memory

A family of chaotic bidirectional associative memory models (C-BAM family) is introduced through the inclusion of the chaotic neuron in the original BAM family. Each parameter in the chaotic neuron has its influence upon the distinct dynamics estimated throughout experimental design. Based on this a...

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Bibliographic Details
Published in:Journal of intelligent & fuzzy systems 2007-01, Vol.18 (5), p.513-523
Main Authors: Araujo, Aluizio F R, Bueno, Luciana P P, Campos, Marcilia A
Format: Article
Language:English
Online Access:Get full text
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Summary:A family of chaotic bidirectional associative memory models (C-BAM family) is introduced through the inclusion of the chaotic neuron in the original BAM family. Each parameter in the chaotic neuron has its influence upon the distinct dynamics estimated throughout experimental design. Based on this analysis, values of parameters are set to illustrate the existence of behaviors such as bifurcation, deterministic chaos and crisis. The existence of the chaotic dynamics is confirmed by calculation of Lyapunov exponents. C-BAM family also presented diversity of patterns recalled, including the occurrence of excursions over all stored memories for some sets of parameters. Hence, C-BAM family can access patterns that original BAM family cannot.
ISSN:1064-1246