Horseshoe Chaos in a 3D Neural Network with Different Activation Functions

This paper studies a small neural network with three neurons. First, the activation function takes the sign function. Although the network is a simple hybrid system with all subsystems being exponentially stable, we find that it can exhibit very complex dynamics such as limit cycles and chaos. Since...

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Bibliographic Details
Main Authors: Fangyan Yang, Song Tang, Guilan Xu
Format: Article
Language:English
Published: Hindawi Limited 2013-01-01
Series:Discrete Dynamics in Nature and Society
Online Access:http://dx.doi.org/10.1155/2013/430963