Event-Triggered Stabilization for Takagi-Sugeno Fuzzy Complex-Valued Memristive Neural Networks With Mixed Time-Varying Delays

被引:37
作者
Li, Xiaofan [1 ,2 ]
Huang, Tingwen [3 ]
Fang, Jian-An [4 ]
机构
[1] Yancheng Inst Technol, Sch Elect Engn, Yancheng 224051, Peoples R China
[2] Anhui Polytech Univ, Minist Educ, Key Lab Adv Percept & Intelligent Control Highend, Wuhu 241000, Peoples R China
[3] Texas A&M Univ Qatar, Sci Program, Doha 5825, Qatar
[4] Donghua Univ, Coll Informat Sci & Technol, Shanghai 201620, Peoples R China
关键词
Neural networks; Takagi-Sugeno model; Delays; Delay effects; Stability analysis; Memristors; Time-varying systems; Complex-valued memristive neural networks; event-triggered scheme; stabilization; Takagi-Sugeno fuzzy logic; Zeno behavior; EXPONENTIAL STABILIZATION; MULTIAGENT SYSTEMS; STABILITY ANALYSIS; ROBUST STABILITY; SYNCHRONIZATION; CONSENSUS;
D O I
10.1109/TFUZZ.2020.2986713
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This article is devoted to solving the event-triggered stabilization problem of a new type of Takagi-Sugeno fuzzy complex-valued memristive neural networks with mixed time-varying delays. By introducing an event-triggered scheme with static and dynamic event-triggered conditions, the fuzzy event-triggered controller is designed. After combining the inequality technique with the Lyapunov function approach, some easily verified sufficient conditions are established to ensure stabilization of the Takagi-Sugeno fuzzy complex-valued memristive neural networks with mixed time-varying delays under the proposed event-triggered scheme. In addition, since the inter-event time with the proposed event-triggered scheme is deduced to exist a nonzero positive lower bound, Zeno behavior is not going to happen. Finally, the effectiveness of results is verified by a numerical example.
引用
收藏
页码:1853 / 1863
页数:11
相关论文
共 49 条
[31]   Global Synchronization of Fuzzy Memristive Neural Networks With Discrete and Distributed Delays [J].
Wang, Leimin ;
He, Haibo ;
Zeng, Zhigang .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (09) :2022-2034
[32]   A New Approach to Stability and Stabilization Analysis for Continuous-Time Takagi-Sugeno Fuzzy Systems With Time Delay [J].
Wang, Likui ;
Lam, Hak-Keung .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (04) :2460-2465
[33]   Robust stability of stochastic fuzzy delayed neural networks with impulsive time window [J].
Wang, Xin ;
Yu, Junzhi ;
Li, Chuandong ;
Wang, Hui ;
Huang, Tingwen ;
Huang, Junjian .
NEURAL NETWORKS, 2015, 67 :84-91
[34]   Delay-dependent robust stability and stabilization of uncertain memristive delay neural networks [J].
Wang, Xin ;
Li, Chuandong ;
Huang, Tingwen .
NEUROCOMPUTING, 2014, 140 :155-161
[35]   RETRACTED: Dissipativity-Based Fuzzy Integral Sliding Mode Control of Continuous-Time T-S Fuzzy Systems (Retracted Article) [J].
Wang, Yueying ;
Shen, Hao ;
Karimi, Hamid Reza ;
Duan, Dengping .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (03) :1164-1176
[36]   Synchronization of Switched Neural Networks With Communication Delays via the Event-Triggered Control [J].
Wen, Shiping ;
Zeng, Zhigang ;
Chen, Michael Z. Q. ;
Huang, Tingwen .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2017, 28 (10) :2334-2343
[37]   New Criteria of Passivity Analysis for Fuzzy Time-Delay Systems With Parameter Uncertainties [J].
Wen, Shiping ;
Zeng, Zhigang ;
Huang, Tingwen ;
Yu, Xinghuo ;
Xiao, Mingqing .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2015, 23 (06) :2284-2301
[38]   Exponential Adaptive Lag Synchronization of Memristive Neural Networks via Fuzzy Method and Applications in Pseudorandom Number Generators [J].
Wen, Shiping ;
Zeng, Zhigang ;
Huang, Tingwen ;
Zhang, Yide .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (06) :1704-1713
[39]   Global Mittag-Leffler Stabilization of Fractional-Order Memristive Neural Networks [J].
Wu, Ailong ;
Zeng, Zhigang .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2017, 28 (01) :206-217
[40]   Lagrange Stability for T-S Fuzzy Memristive Neural Networks with Time-Varying Delays on Time Scales [J].
Xiao, Qiang ;
Zeng, Zhigang .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (03) :1091-1103