pth moment exponential input-to-state stability of nonlinear discrete-time impulsive stochastic delay systems

被引:20
|
作者
Wu, Xuan [1 ]
Zhang, Yu [1 ]
机构
[1] Tongji Univ, Sch Math Sci, Shanghai 200092, Peoples R China
关键词
delay; discrete-time impulsive stochastic system; input-to-state stability; Lyapunov functional; NEURAL-NETWORKS; DIFFERENTIAL-SYSTEMS; VARYING DELAYS; DISTRIBUTED DELAYS; COMPLEX NETWORKS; SYNCHRONIZATION; EQUATIONS; STABILIZATION;
D O I
10.1002/rnc.4335
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper investigates the pth moment exponential input-to-state stability (ISS) of nonlinear discrete-time impulsive stochastic delay systems. By employing Lyapunov functionals, some pth moment exponential ISS criteria are provided. The obtained results show that a discrete-time stochastic delay system can become pth moment exponential input-to-state stable by impulsive controls even if it may be not input-to-state stable itself. On the other hand, the original system without impulses can retain its ISS property with appropriate destabilizing impulses. As an application, the theoretical results are used to test the ISS for a class of recurrent neural networks under stochastic perturbations. Finally, a numerical example is presented to illustrate the effectiveness of the results.
引用
收藏
页码:5590 / 5604
页数:15
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