Exponential stability of Cohen-Grossberg neural networks with a general class of activation functions

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	Exponential stability of Cohen-Grossberg neural networks with a general class of activation functions
	Wan, AH ; Wang, MS ; Peng, J; Qiao, H
发表期刊	PHYSICS LETTERS A
	2006-01-30
卷号	350 期号:1-2 页码:96-102
文章类型	Article
摘要	In this Letter, the dynamics of Cohen-Grossberg neural networks model are investigated. The activation functions are only assumed to be Lipschitz continuous, which provide a much wider application domain for neural networks than the previous results. By means of the extended nonlinear measure approach, new and relaxed sufficient conditions for the existence, uniqueness and global exponential stability of equilibrium of the neural networks are obtained. Moreover, an estimate for the exponential convergence rate of the neural networks is precisely characterized. Our results improve those existing ones. (c) 2005 Elsevier B.V. All rights reserved.
关键词	Cohen-grossberg Neural Networks Exponential Stability Exponential Decay Estimate Nonlinear Measure
WOS标题词	Science & Technology ; Physical Sciences
关键词[WOS]	ABSOLUTE STABILITY
收录类别	SCI
语种	英语
WOS研究方向	Physics
WOS类目	Physics, Multidisciplinary
WOS记录号	WOS:000234935400017
引用统计	被引频次：12[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/9371
专题	09年以前成果
作者单位	1.Chinese Acad Sci, Inst Automat, Beijing 100080, Peoples R China 2.Xian Jiaotong Univ, Fac Sci, Inst Informat & Syst Sci, Xian 710049, Peoples R China
推荐引用方式 GB/T 7714	Wan, AH,Wang, MS,Peng, J,et al. Exponential stability of Cohen-Grossberg neural networks with a general class of activation functions[J]. PHYSICS LETTERS A,2006,350(1-2):96-102.
APA	Wan, AH,Wang, MS,Peng, J,&Qiao, H.(2006).Exponential stability of Cohen-Grossberg neural networks with a general class of activation functions.PHYSICS LETTERS A,350(1-2),96-102.
MLA	Wan, AH,et al."Exponential stability of Cohen-Grossberg neural networks with a general class of activation functions".PHYSICS LETTERS A 350.1-2(2006):96-102.