Title :
New criteria for the existence of stable equilibrium points in nonsymmetric cellular neural networks
Author :
Ozcan, Neyir ; Arik, Sabri ; Tavsanoglu, Vedat
Author_Institution :
Dept. of Electr.-Electron. Eng., Istanbul Univ., Turkey
Abstract :
This paper presents new criteria for the existence of stable equilibrium points in the total saturation region for cellular neural networks (CNNs). It is shown that the results obtained can be used to derive some complete stability conditions for some special classes of CNNs such as positive cell-linking CNNs, opposite-sign CNNs and dominant-template CNNs.
Keywords :
cellular neural nets; matrix algebra; stability; cellular neural networks; dominant-template CNNs; nonsymmetric CNN; opposite-sign CNNs; positive cell-linking CNNs; stability conditions; stable equilibrium points; total saturation region; Cellular networks; Cellular neural networks; Chaos; Eigenvalues and eigenfunctions; Equations; Image processing; Intelligent networks; Neural networks; Stability analysis; Sufficient conditions;
Conference_Titel :
Circuits and Systems, 2003. ISCAS '03. Proceedings of the 2003 International Symposium on
Print_ISBN :
0-7803-7761-3
DOI :
10.1109/ISCAS.2003.1206422