DC Field | Value | Language |
---|---|---|
dc.contributor.author | Lee, Geehyuk | ko |
dc.contributor.author | Farhat, N.H. | ko |
dc.date.accessioned | 2013-03-04T16:10:02Z | - |
dc.date.available | 2013-03-04T16:10:02Z | - |
dc.date.created | 2012-02-06 | - |
dc.date.created | 2012-02-06 | - |
dc.date.issued | 2001-01 | - |
dc.identifier.citation | NEURAL NETWORKS, v.14, no.1, pp.115 - 131 | - |
dc.identifier.issn | 0893-6080 | - |
dc.identifier.uri | http://hdl.handle.net/10203/83195 | - |
dc.description.abstract | The Bifurcating Neuron (BN), a chaotic integrate-and-fire neuron, is a model of a neuron augmented by coherent modulation from its environment. The BN is mathematically equivalent to the sine-circle map, and this equivalence relationship allowed us to apply the mathematics of one-dimensional maps to the design of BN networks. The study of symmetry in the BN revealed that the BN can be configured to exhibit bistability that is controlled by attractor-merging crisis. Also, the symmetry of the bistability can be controlled by the introduction of a sinusoidal fluctuation to the threshold level of the BN. These two observations led us to the design of the BN Network 1 (BNN-1), a chaotic pulse-coupled neural network exhibiting associative memory. In numerical simulations, the BNN-1 showed a better performance than the continuous-time Hopfield network, as far as the spurious-minima problem is concerned and exhibited many biologically plausible characteristics. Copyright © 2001 Elsevier Science Ltd. | - |
dc.language | English | - |
dc.publisher | Elsevier BV | - |
dc.title | The Bifurcating Neuron Network 1 | - |
dc.type | Article | - |
dc.identifier.scopusid | 2-s2.0-0035184762 | - |
dc.type.rims | ART | - |
dc.citation.volume | 14 | - |
dc.citation.issue | 1 | - |
dc.citation.beginningpage | 115 | - |
dc.citation.endingpage | 131 | - |
dc.citation.publicationname | NEURAL NETWORKS | - |
dc.contributor.localauthor | Lee, Geehyuk | - |
dc.contributor.nonIdAuthor | Farhat, N.H. | - |
dc.subject.keywordAuthor | Attractor-merging crisis | - |
dc.subject.keywordAuthor | Bifurcating neuron | - |
dc.subject.keywordAuthor | Bifurcating neuron network | - |
dc.subject.keywordAuthor | Chaos | - |
dc.subject.keywordAuthor | Coherence | - |
dc.subject.keywordAuthor | Integrate-and-fire neuron | - |
dc.subject.keywordAuthor | Neural network | - |
dc.subject.keywordAuthor | Time coding | - |
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