Stabilization of nonlinear hybrid stochastic time-delay neural networks with Levy noise using discrete-time feedback control

被引:0
|
作者
Xu, Tian [1 ]
Wu, Ailong [1 ]
机构
[1] Hubei Normal Univ, Sch Math & Stat, Huangshi 435002, Peoples R China
来源
AIMS MATHEMATICS | 2024年 / 9卷 / 10期
基金
中国国家自然科学基金;
关键词
stochastic time-delay neural networks; highly nonlinear; Levy noise; discrete-time state and mode; stabilization; STABILITY ANALYSIS; ROBUST STABILITY; EQUATIONS;
D O I
10.3934/math.20241317
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper aims to formulate a class of nonlinear hybrid stochastic time-delay neural networks (STDNNs) with Levy noise. Specifically, the coefficients of networks grow polynomially instead of linearly, and the time delay of given neural networks is non-differentiable. In many practical situations, nonlinear hybrid STDNNs with Levy noise are unstable. Hence, this paper uses feedback control based on discrete-time state and mode observations to stabilize the considered nonlinear hybrid STDNNs with Levy noise. Then, we establish stabilization criteria of H-infinity stability, asymptotic stability, and exponential stability for the controlled nonlinear hybrid STDNNs with Levy noise. Finally, a numerical example illustrating the usefulness of theoretical results is provided.
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页码:27080 / 27101
页数:22
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