Global robust exponential stability for Hopfield neural networks with non-Lipschitz activation functions

• Published in: Нелінійні коливання
• Date: 2012
• ISSN: 1562-3076
• Main Authors: Hongtao Yu, Huaiqin Wu
• Format: Article
• Language: English
• Published: Інститут математики НАН України 2012
• Online Access: https://nasplib.isofts.kiev.ua/handle/123456789/175586
• Journal Title: Digital Library of Periodicals of National Academy of Sciences of Ukraine
• Cite this: Global robust exponential stability for Hopfield neural networks with non-Lipschitz activation functions / Hongtao Yu, Huaiqin Wu // Нелінійні коливання. — 2012. — Т. 15, № 1. — С. 127-138. — Бібліогр.: 26 назв. — англ.

This paper is concerned with the problem of the global robust exponential stability for Hopfield neural networks with norm-bounded parameter uncertainties and inverse Holder neuron activation functions. By ¨ applying Brouwer degree properties and some analysis techniques, the existence and uniquenes...