Title :
Estimation of attraction domain and exponential convergence rate of Hopfield-type associative memory neural network
Author :
Cai, Guanghui ; Shi, Jihong
Author_Institution :
Dept. of Commun., Yunnan Univ., Kunming, China
Abstract :
In this paper, some estimation results about the attraction domain of memorized patterns and the exponential convergence rate of the network trajectories to the memorized patterns for continuous associative memory neural networks are obtained. These results can be used for the evaluation of error-correction capability and synthesis procedures for continuous associative memory neural networks. We give one design example to demonstrate the effectiveness of our theorems.
Keywords :
Hopfield neural nets; content-addressable storage; convergence; error correction; Hopfield-type network; attraction domain; continuous associative memory; error correction; exponential convergence; memorized patterns; neural networks; Associative memory; Automation; Convergence; Electronic mail; Error correction; Gold; Hopfield neural networks; Intelligent control; Network synthesis; Neural networks;
Conference_Titel :
Intelligent Control and Automation, 2002. Proceedings of the 4th World Congress on
Print_ISBN :
0-7803-7268-9
DOI :
10.1109/WCICA.2002.1021529
