Global Synchronization of Reaction-Diffusion Fractional-Order Memristive Neural Networks with Time Delay and Unknown Parameters

被引:11
作者
Sun, Wenjiao [1 ]
Ren, Guojian [1 ]
Yu, Yongguang [1 ]
Hai, Xudong [1 ]
机构
[1] Beijing Jiaotong Univ, Dept Math, Beijing 100044, Peoples R China
基金
北京市自然科学基金;
关键词
ASYMPTOTIC SYNCHRONIZATION; ADAPTIVE SYNCHRONIZATION; VARYING DELAYS; STABILITY;
D O I
10.1155/2020/4145826
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
This paper investigated the global synchronization of fractional-order memristive neural networks (FMNNs). To deal with the effect of reaction-diffusion and time delay, fractional partial and comparison theorem are introduced. Based on the set value mapping theory and Filippov solution, the activation function is extended to discontinuous case. Adaptive controllers with a compensator are designed owing to the existence of unknown parameters, with the help of Gronwall-Bellman inequality. Numerical simulation examples demonstrate the availability of the theoretical results.
引用
收藏
页数:14
相关论文
共 45 条
[1]   Finite-time synchronization for memristor-based neural networks with time-varying delays [J].
Abdurahman, Abdujelil ;
Jiang, Haijun ;
Teng, Zhidong .
NEURAL NETWORKS, 2015, 69 :20-28
[2]  
Ames W. F., 1999, FRACTIONAL DIFFERENT, V198
[3]  
[Anonymous], 1991, APPL NONLINEAR CONTR
[4]  
[Anonymous], 2008, Advances in Neuro-Information Processing, DOI DOI 10.1007/978-3-642-02490-0108
[5]   Bifurcation and chaos in noninteger order cellular neural networks [J].
Arena, P ;
Caponetto, R ;
Fortuna, L ;
Porto, D .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1998, 8 (07) :1527-1539
[6]   Adaptive Control for Unknown Heterogeneous Vehicles Synchronization with Unstructured Uncertainty [J].
Arevalo-Castiblanco, M. F. ;
Tellez-Castro, D. ;
Sofrony, J. ;
Mojica-Nava, E. .
2019 IEEE 4TH COLOMBIAN CONFERENCE ON AUTOMATIC CONTROL (CCAC): AUTOMATIC CONTROL AS KEY SUPPORT OF INDUSTRIAL PRODUCTIVITY, 2019,
[7]  
Benchohra M., 2008, Fractional Calculus and Applied Analysis, V11, P35
[8]   ADAPTIVE GUARANTEED COST CONTROL OF SYSTEMS WITH UNCERTAIN PARAMETERS [J].
CHANG, SSL ;
PENG, TKC .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1972, AC17 (04) :474-&
[9]   Delay-dependent criterion for asymptotic stability of a class of fractional-order memristive neural networks with time-varying delays [J].
Chen, Liping ;
Huang, Tingwen ;
Tenreiro Machado, J. A. ;
Lopes, Antonio M. ;
Chai, Yi ;
Wu, Ranchao .
NEURAL NETWORKS, 2019, 118 :289-299
[10]   Stability and synchronization of fractional-order memristive neural networks with multiple delays [J].
Chen, Liping ;
Cao, Jinde ;
Wu, Ranchao ;
Tenreiro Machado, J. A. ;
Lopes, Antonio M. ;
Yang, Hejun .
NEURAL NETWORKS, 2017, 94 :76-85