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http://dx.doi.org/10.5391/IJFIS.2007.7.4.242

A study on the Convergence Condition of Chaotic Dynamic Neural Networks  

Kim, Sang-Hee (School of Electronic Engineering, Kumoh National Instute of Technology)
Wang, Hua O. (Dept. of Aerospace/Mechanical Engineering, Boston University)
Publication Information
International Journal of Fuzzy Logic and Intelligent Systems / v.7, no.4, 2007 , pp. 242-248 More about this Journal
Abstract
This paper analyzes on the chaos characteristics of the chaotic neural networks and presents the convergence condition. Although the transient chaos of neural network sould be beneficial to overcome the local minimum problem and speed up the learning, the permanent chaotic response gives adverse effect on optimization problems and makes neural network unstable in general. This paper investigates the dynamic characteristics of the chaotic neural networks with the chaotic dynamic neuron, and presents the convergence condition for stabilizing the chaotic neural networks.
Keywords
Chaotic dynamic neural networks; Convergence condition; Dynamic characteristics;
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