Finite-Time Synchronization of Fractional-Order Delayed Fuzzy Cellular Neural Networks With Parameter Uncertainties

被引:27
|
作者
Du, Feifei [1 ,2 ,3 ]
Lu, Jun-Guo [1 ,2 ,3 ]
机构
[1] Shanghai Jiao Tong Univ, Dept Automat, Shanghai 200240, Peoples R China
[2] Minist Educ China, Key Lab Syst Control & Informat Proc, Shanghai 200240, Peoples R China
[3] Shanghai Engn Res Ctr Intelligent Control & Manage, Shanghai 200240, Peoples R China
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
Finite-time synchronization (FTS); fractional-order finite-time inequality (FOFTI); fuzzy cellular neural network (FCNN); parameter uncertainties; time delay; COMPLEX NETWORKS; STABILITY; STABILIZATION; CRITERIA;
D O I
10.1109/TFUZZ.2022.3214070
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The finite-time synchronization (FTS) is studied for a class of fractional-order delayed fuzzy cellular neural networks (FODFCNNs) with parameter uncertainties. A linear fractional-order finite time inequality (FOFTI) (c)(t0) (DtV)-V-p (t) <= -aV (t) - b is extended to the nonlinear case (c)(t0) (DtV)-V-p (t) <= -aV(-eta)(t) - b, eta >= 1, which plays a vital role in the FTS of fractional-order systems. However, for the case of 0 < eta < 1, a theoretical cornerstone justifying its use is still missing. To fill this research gap, on the basis of the C-p inequality and the rule for fractional-order derivative of composite function, a nonlinear FOFTI (c)(t0) (DtV)-V-p (t) <= - aV(-eta)(t) -b, 0 < eta < 1 is developed. Furthermore, a nonlinear FOFTI (c)(t0) (DtV)-V-p (t) <= -bV(-xi)(t) - aV(-eta)(t) is also established. These two novel inequalities provide the new tools for the research on the finite time stability and synchronization of fractional-order systems and can greatly extend the pioneer ones. Next, on the basis of these novel inequalities, the feedback controller is designed and two novel FTS criteria of FODFCNNs with parameter uncertainties are obtained. Finally, two examples are presented to verify the effectiveness of the derived results.
引用
收藏
页码:1769 / 1779
页数:11
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