Finite-time synchronization by switching state-feedback control for discontinuous Cohen-Grossberg neural networks with mixed delays

被引:15
作者
Cai, Zuo-Wei [1 ,2 ]
Huang, Li-Hong [3 ]
机构
[1] Hunan Womens Univ, Dept Informat Technol, Changsha 410002, Hunan, Peoples R China
[2] Natl Univ Def Technol, Coll Sci, Changsha 410073, Hunan, Peoples R China
[3] Changsha Univ Sci & Technol, Sch Math & Stat, Changsha 410114, Hunan, Peoples R China
基金
中国国家自然科学基金;
关键词
Cohen-Grossberg neural networks; Discontinuous activations; Finite-time synchronization; Differential inclusions; Switching state-feedback control; EXPONENTIAL STABILITY; VARYING DELAYS; NONLINEAR-SYSTEMS; STABILIZATION; ACTIVATIONS; CONVERGENCE; CRITERIA;
D O I
10.1007/s13042-017-0673-9
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper studies the finite-time synchronization problem of Cohen-Grossberg neural networks (CGNNs) with discontinuous neuron activations and mixed time-delays. Under the extended differential inclusion framework, the famous finite-time stability theorem and generalized Lyapunov approach are used to realize the finite-time synchronization control of drive-response system. Different from the conventional controllers, we propose two classes of novel switching state-feedback controllers which include discontinuous factor sign (.). By doing so, the synchronization error of CGNNs can be controlled to converge zero in a finite time. Moreover, we also provide an estimation of the upper bound of the settling time for synchronization. Finally, two examples and simulation experiment are given to demonstrate the validity of theoretical results.
引用
收藏
页码:1683 / 1695
页数:13
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