Title :
Chaos in a Simple Hopfield Neural Network Satisfying Dale´s Rule
Author :
Hai, Cao ; Qingdu, Li
Author_Institution :
Sichuan Univ. of Sci. & Eng., Zigong
Abstract :
This paper shows that chaos can take place in a simple three dimensional Hopfield neural network with its connection matrix satisfying Dale´s rule. In addition, a rigorous computer-assisted verification of chaoticity is given by virtue of topological horseshoe theory.
Keywords :
Hopfield neural nets; chaos; formal verification; topology; 3D Hopfield neural network; Dale´s rule; chaos; computer-assisted verification; connection matrix; topological horseshoe theory; Artificial neural networks; Biological neural networks; Chaos; Computer science; Electronic mail; Hopfield neural networks; Neural networks; Neurons; Nonlinear systems; Telecommunication control; Chaos; Hopfield neural networks; Topological horseshoe;
Conference_Titel :
Control Conference, 2007. CCC 2007. Chinese
Conference_Location :
Hunan
Print_ISBN :
978-7-81124-055-9
Electronic_ISBN :
978-7-900719-22-5
DOI :
10.1109/CHICC.2006.4347124