Exponential synchronization of memristive neural networks with time-varying delays via quantized sliding-mode control

被引：31
作者：
Sun, Bo [1 ]
Wang, Shengbo [1 ]
Cao, Yuting [2 ]
Guo, Zhenyuan [2 ]
Huang, Tingwen [3 ]
Wen, Shiping [1 ]
机构：
[1] Univ Elect Sci & Technol China, Sch Comp Sci & Engn, Chengdu 611731, Peoples R China
[2] Hunan Univ, Coll Math & Econometr, Changsha 410082, Hunan, Peoples R China
[3] Texas A&M Univ Qatar, Sci Program, Doha 23874, Qatar
来源：
NEURAL NETWORKS | 2020年 / 126卷
关键词：
Memristive neural network; Time-varying delay; Super-twisting algorithm; Quantization function; Exponential synchronization; PASSIVITY; SYSTEMS;
D O I：
10.1016/j.neunet.2020.03.014
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In the paper, exponential synchronization issue is considered for memristive neural networks (MNNs) with time-varying delays via quantized sliding-mode algorithm. Quantized Sliding-mode controller is introduced to ensure the slave system can be exponentially synchronized with the host system via the super-twisting algorithm, which has been proved in the main results. Quantization function consists of uniform quantizer and logarithmic quantizer. Simulation results are given with comparisons between two quantizers in the end. (c) 2020 Elsevier Ltd. All rights reserved.
引用
收藏
页码：163 / 169
页数：7
相关论文
共 54 条
[31]   Stability and stabilization of quaternion-valued neural networks with uncertain time-delayed impulses: Direct quaternion method [J].
Tu, Zhengwen ;
Yang, Xinsong ;
Wang, Liangwei ;
Ding, Nan .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 535
[32]   VARIABLE STRUCTURE SYSTEMS WITH SLIDING MODES [J].
UTKIN, VI .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1977, 22 (02) :212-222
[33]   Exponential Stability of Complex-Valued Memristive Recurrent Neural Networks [J].
Wang, Huamin ;
Duan, Shukai ;
Huang, Tingwen ;
Wang, Lidan ;
Li, Chuandong .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2017, 28 (03) :766-771
[34]   Event-triggered distributed control for synchronization of multiple memristive neural networks under cyber-physical attacks [J].
Wang, Shengbo ;
Cao, Yuting ;
Huang, Tingwen ;
Chen, Yiran ;
Wen, Shiping .
INFORMATION SCIENCES, 2020, 518 :361-375
[35]   Passivity and passification of memristive neural networks with leakage term and time-varying delays [J].
Wang, Shengbo ;
Cao, Yanyi ;
Huang, Tingwen ;
Wen, Shiping .
APPLIED MATHEMATICS AND COMPUTATION, 2019, 361 :294-310
[36]   Sliding mode control of neural networks via continuous or periodic sampling event-triggering algorithm [J].
Wang, Shiqin ;
Cao, Yuting ;
Huang, Tingwen ;
Chen, Yiran ;
Li, Peng ;
Wen, Shiping .
NEURAL NETWORKS, 2020, 121 :140-147
[37]   Synchronization control of memristor-based recurrent neural networks with perturbations [J].
Wang, Weiping ;
Li, Lixiang ;
Peng, Haipeng ;
Xiao, Jinghua ;
Yang, Yixian .
NEURAL NETWORKS, 2014, 53 :8-14
[38]   Passivity and passification of memristive recurrent neural networks with multi-proportional delays and impulse [J].
Wang, Yuxiao ;
Cao, Yuting ;
Guo, Zhenyuan ;
Wen, Shiping .
APPLIED MATHEMATICS AND COMPUTATION, 2020, 369 (369)
[39]  
Wen S., 2019, IEEE T SYST MAN CYB, V99, P1
[40]   Multilabel Image Classification via Feature/Label Co-Projection [J].
Wen, Shiping ;
Liu, Weiwei ;
Yang, Yin ;
Zhou, Pan ;
Guo, Zhenyuan ;
Yan, Zheng ;
Chen, Yiran ;
Huang, Tingwen .
IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2021, 51 (11) :7250-7259
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