Presentation 2002/8/27
Piecewise Linear Approximation of a Two-Dimensional Discrete-Time Chaotic Neuron
Hiroto TANAKA, Toshimitsu USHIO,
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Abstract(in English) It has been reported that a two-dimensional discrete-time chaotic neuron model exhibits bursting when Hopf bifurcations of 2-periodic points occur. In this report, we introduce a piecewise linear approximation of a logistic function so that global analysis of the piecewise linear neuron model become tractable. First, we derive a condition for Hopf bifurcation of the 2-periodic points. Next, we show that bursting is observed in the model. Finally, we calculate stable and unstable manifolds of fixed and 2-periodic points and show the existence of heteroclinic points.
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Keyword(in English) chaotic neuron / piecewise linear analysis / bursting / Hopf bifurcations / heteroclinic structure
Paper # NLP2002-35
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Committee NLP
Conference Date 2002/8/27(1days)
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Registration To Nonlinear Problems (NLP)
Language JPN
Title (in Japanese) (See Japanese page)
Sub Title (in Japanese) (See Japanese page)
Title (in English) Piecewise Linear Approximation of a Two-Dimensional Discrete-Time Chaotic Neuron
Sub Title (in English)
Keyword(1) chaotic neuron
Keyword(2) piecewise linear analysis
Keyword(3) bursting
Keyword(4) Hopf bifurcations
Keyword(5) heteroclinic structure
1st Author's Name Hiroto TANAKA
1st Author's Affiliation Graduate School of Engineering Science, Osaka University()
2nd Author's Name Toshimitsu USHIO
2nd Author's Affiliation Graduate School of Engineering Science, Osaka University
Date 2002/8/27
Paper # NLP2002-35
Volume (vol) vol.102
Number (no) 297
Page pp.pp.-
#Pages 6
Date of Issue