A sufficient condition for absolute stability of a larger class of dynamical neural networks

被引:15
作者
Arik, S [1 ]
Tavsanoglu, V
机构
[1] Istanbul Univ, Dept Elect, TR-34850 Istanbul, Turkey
[2] S Bank Univ, Sch EEIE, London SE1 0AA, England
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 2000年 / 47卷 / 05期
关键词
absolute stability; neural networks;
D O I
10.1109/81.847881
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, we present a sufficient condition for absolute stability of a larger class of dynamical neural networks. It is shown that the H-matrix condition on the interconnection matrix ensures the existence, uniqueness and global asymptotic stability (GAS) of the equilibrium point with respect to slope-limited activation functions.
引用
收藏
页码:758 / 760
页数:3
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