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Issue title: VIII Brazilian Symposium on Neural Networks
Article type: Research Article
Authors: Araújo, Aluizio F.R. | Bueno, Luciana P.P. | Campos, Marcília A.
Affiliations: Center of Informatics, Federal University of Pernambuco – UFPE, Av. Prof. Luís Freire, s/n. Cidade Universitária. CEP 50740-540, Recife, PE, Brazil | Departament of Electrical Engineering, University of São Paulo – USP, Av. Trabalhador São Carlense, 400. CEP 13566-590, São Carlos, SP, Brazil | Center of Informatics, Federal University of Pernambuco – UFPE
Note: [] Corresponding author. Tel.: +55 81 2126-8430; E-mail: aluizioa@cin.ufpe.br
Abstract: 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.
Keywords: Chaotic bidirectional associative memory, dynamic behaviors, chaos, bifurcation, crisis
Journal: Journal of Intelligent & Fuzzy Systems, vol. 18, no. 5, pp. 513-523, 2007
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