Delayed Feedback Controller based Finite Time Synchronization of Discontinuous Neural Networks with Mixed Time-Varying Delays

被引:16
|
作者
Das, Parthasakha [1 ]
Das, Pritha [1 ]
Kundu, Amitava [1 ]
机构
[1] Indian Inst Engn Sci & Technol, Dept Math, Howrah 711103, W Bengal, India
关键词
Finite-time synchronization; Discontinuous neural networks; Delayed feedback controller; Mixed delays; STABILITY; DISCRETE; CHAOS;
D O I
10.1007/s11063-018-9850-4
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 addresses finite-time synchronization of artificial neural networks with discrete and distributed time-varying delays as well as discontinuous neuron activation functions which may be unbounded or non-monotonic. Under the framework of Filippov solution, delay feedback controller is studied by constructing nonsmooth Lyapunov function and differential inclusions theory based on finite time convergence theorem. Several effective new criteria are derived. Moreover, the estimation of settling time is established. The obtained results ensure that the synchronization in finite time is achieved. Finally, simulation results are presented to demonstrate the analytical results.
引用
收藏
页码:693 / 709
页数:17
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