Title :
On the design method of cellular neural networks for associative memories based on generalized eigenvalue problem
Author :
Bise, Ryoma ; Takahashi, Norikazu ; Nishi, Tetsuo
Author_Institution :
Kyushu Univ., Fukuoka, Japan
Abstract :
This paper presents a design technique which is used to realize associative memories via cellular neural networks. The proposed method can store every prototype vector as a memory vector and maximize the areas of basin of attraction of memory vectors in a certain sense. The network parameters are obtained by solving optimization problems known as generalized eigenvalue problems. Simulation results prove that our method is better than the existing ones.
Keywords :
associative processing; cellular neural nets; content-addressable storage; eigenvalues and eigenfunctions; optimisation; associative memories; basin of attraction; cellular neural network design; generalized eigenvalue problem; memory vector; optimization; simulation; Associative memory; Cellular neural networks; Computer simulation; Design methodology; Differential equations; Eigenvalues and eigenfunctions; Electronic mail; Neural networks; Prototypes; Vectors;
Conference_Titel :
Cellular Neural Networks and Their Applications, 2002. (CNNA 2002). Proceedings of the 2002 7th IEEE International Workshop on
Print_ISBN :
981-238-121-X
DOI :
10.1109/CNNA.2002.1035090