Title :
Chaos control of a time-delay chaotic neural network for information processing
Author :
Wang, Tao ; Wang, Kejun ; Jia, Nuo
Author_Institution :
Coll. of Autom., Harbin Eng. Univ., Harbin, China
Abstract :
An applicable time-delay globally coupled map model using the symmetric map (TDSG) is considered. Firstly, its rich dynamic behaviours are exhibited. Secondly, a parameter modulated control as a type of adaptive control method is applied for associate memory, and then the dynamics of the controlled system with time delay d = 1 is elaborated. By means of the control method, the output of the TDSG runs along the corresponding 2(d + 1) cycle periodic orbit with the change of d. Moreover, the stored pattern which has the smallest Hamming distance to the initial state of the network and its reverse pattern appear in the periodic output sequence, while other stored patterns and their reverse patterns are not contained. It implies that the controlled TDSG can be feasibly applied to information processing such as pattern recognition.
Keywords :
chaos; content-addressable storage; control system analysis; delay systems; neural nets; associate memory; chaos control; chaotic dynamic behaviour; information processing; pattern recognition; time delay chaotic neural network; Automation; Biological neural networks; Cellular neural networks; Chaos; Control systems; Information processing; Neural networks; Neurons; Pattern recognition; Stability;
Conference_Titel :
Information and Automation (ICIA), 2010 IEEE International Conference on
Conference_Location :
Harbin
Print_ISBN :
978-1-4244-5701-4
DOI :
10.1109/ICINFA.2010.5512082