Title :
A Chaotic Neural Network with Duffing´s Equation
Author :
Hiura, Etsumasa ; Tanaka, Toshijiro
Author_Institution :
Fukuyama Polytech. Coll., Hiroshima
Abstract :
A chaotic neural network composed of a chaos neuron having an internal variable is considered. The internal variable is evolved by the Duffing equation. This chaos neuron has an output which is analog value from 0 to 1, or digital value of 0 or 1. The chaotic neural network is applied to well-defined optimization problem in order to investigate computational abilities of this present model. It is seen from simulations that the present model shows good performance compared with that of a piecewise sine map model.
Keywords :
chaos; differential equations; evolutionary computation; neural nets; optimisation; Duffing equation; chaos neuron; chaotic neural network; optimization problem; Chaos; Computational modeling; Computer networks; Equations; Hopfield neural networks; Information processing; Neural networks; Neurons; Potential well; Proposals;
Conference_Titel :
Neural Networks, 2007. IJCNN 2007. International Joint Conference on
Conference_Location :
Orlando, FL
Print_ISBN :
978-1-4244-1379-9
Electronic_ISBN :
1098-7576
DOI :
10.1109/IJCNN.2007.4371094
