Robust Mittag-Leffler Synchronization for Uncertain Fractional-Order Discontinuous Neural Networks via Non-fragile Control Strategy

被引:16
作者
Peng, Xiao [1 ]
Wu, Huaiqin [1 ]
机构
[1] Yanshan Univ, Sch Sci, Qinhuangdao 066001, Peoples R China
关键词
Fractional-order neural networks; Robust Mittag-Leffler synchronization; Non-fragile control approach; Filippov differential inclusion; Linear matrix inequalities; COMPLEX DYNAMICAL NETWORKS; FINITE-TIME; PROJECTIVE SYNCHRONIZATION; STABILITY ANALYSIS; RANDOM DELAYS; STABILIZATION; ACTIVATIONS; CHAOS;
D O I
10.1007/s11063-018-9787-7
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 deals with the global robust non-fragile Mittag-Leffler synchronization issue for uncertain fractional-order neural networks with discontinuous activations. Firstly, a new inequality, which is concerned with the fractional derivative of the variable upper limit integral for the non-smooth integrable functional, is developed, and to be applied in the main results analysis. Then, the appropriate non-fragile controller with two types of gain perturbations is designed, and the global asymptotical stability is discussed for the synchronization error dynamical system by applying Lyapunov functional approach, non-smooth analysis theory and inequality analysis technique. In addition, the robust non-fragile Mittag-Leffler synchronization conditions are addressed in terms of linear matrix inequalities. Finally, two numerical examples are given to demonstrate the feasibility of the proposed non-fragile controller and the validity of the theoretical results.
引用
收藏
页码:1521 / 1542
页数:22
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