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Delay-range-dependent exponential stability criteria and decay estimation for switched Hopfield neural networks of neutral type
Authors:Guangdeng Zong  Jia Liu  Yunxi Zhang  Linlin Hou
Institution:1. Research Institute of Automation, Qufu Normal University, Qufu, Shandong 273165, People’s Republic of China;2. College of Information Technology Science, Nankai University, Tianjin 300071, People’s Republic of China
Abstract:This paper is concerned with the problem of delay-range-dependent global exponential stability and decay estimation for a class of switched Hopfield neural networks (SHNNs) of neutral type. An average dwell time method is introduced into switched Hopfield neural networks. By constructing a new Lyapunov–Krasovskii functional and designing a switching law, some criteria are proposed for guaranteeing exponential stability for a given system, while the exponential decay estimation is explicitly developed for the states. A numerical example is provided to demonstrate the effectiveness of the main results.
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