Chaotic neural networks and chaotic annealing

Changsong ZHOU; Tian Lun Chen

doi:10.1016/S0925-2312(99)00131-9

Chaotic neural networks and chaotic annealing

Changsong ZHOU, Tian Lun Chen^*

^*Corresponding author for this work

Department of Physics

Research output: Contribution to journal › Journal article › peer-review

20 Citations (Scopus)

Abstract

A simple model of single neuron with chaotic dynamics is proposed. Neural networks coupled by such neurons have the property of temporal retrieval of stored patterns in a chaotic way. The network is also studied from the viewpoint of optimization. A chaotic annealing technique is developed to search for the global minima of the energy with transient chaos.

Original language	English
Pages (from-to)	293-300
Number of pages	8
Journal	Neurocomputing
Volume	30
Issue number	1-4
DOIs	https://doi.org/10.1016/S0925-2312(99)00131-9
Publication status	Published - Jan 2000

User-Defined Keywords

Chaos
Chaotic annealing
Neural network
Neuron
Optimization

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10.1016/S0925-2312(99)00131-9

Cite this

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title = "Chaotic neural networks and chaotic annealing",

abstract = "A simple model of single neuron with chaotic dynamics is proposed. Neural networks coupled by such neurons have the property of temporal retrieval of stored patterns in a chaotic way. The network is also studied from the viewpoint of optimization. A chaotic annealing technique is developed to search for the global minima of the energy with transient chaos.",

keywords = "Chaos, Chaotic annealing, Neural network, Neuron, Optimization",

author = "Changsong ZHOU and Chen, {Tian Lun}",

note = "Funding Information: This project is supported by National Basic Research Project {\textquoteleft}Nonlinear Science{\textquoteright}. ",

year = "2000",

month = jan,

doi = "10.1016/S0925-2312(99)00131-9",

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T1 - Chaotic neural networks and chaotic annealing

AU - ZHOU, Changsong

AU - Chen, Tian Lun

N1 - Funding Information: This project is supported by National Basic Research Project ‘Nonlinear Science’.

PY - 2000/1

Y1 - 2000/1

N2 - A simple model of single neuron with chaotic dynamics is proposed. Neural networks coupled by such neurons have the property of temporal retrieval of stored patterns in a chaotic way. The network is also studied from the viewpoint of optimization. A chaotic annealing technique is developed to search for the global minima of the energy with transient chaos.

AB - A simple model of single neuron with chaotic dynamics is proposed. Neural networks coupled by such neurons have the property of temporal retrieval of stored patterns in a chaotic way. The network is also studied from the viewpoint of optimization. A chaotic annealing technique is developed to search for the global minima of the energy with transient chaos.

KW - Chaos

KW - Chaotic annealing

KW - Neural network

KW - Neuron

KW - Optimization

UR - http://www.scopus.com/inward/record.url?scp=0033991712&partnerID=8YFLogxK

U2 - 10.1016/S0925-2312(99)00131-9

DO - 10.1016/S0925-2312(99)00131-9

M3 - Journal article

AN - SCOPUS:0033991712

SN - 0925-2312

VL - 30

SP - 293

EP - 300

JO - Neurocomputing

JF - Neurocomputing

IS - 1-4

ER -

Chaotic neural networks and chaotic annealing

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