Anti-synchronization of delayed memristive neural networks with leakage term and reaction-diffusion terms

被引:33
作者
Cao, Yanyi [1 ]
Jiang, Wenjun [1 ]
Wang, Jiahai [2 ]
机构
[1] Sun Yat Sen Univ, Sch Syst Sci & Engn, Guangzhou 510275, Peoples R China
[2] Sun Yat Sen Univ, Sch Comp Sci & Engn, Guangzhou 510275, Peoples R China
基金
中国国家自然科学基金;
关键词
Memristive neural networks; Exponential anti-synchronization; Leakage term; Time-varying delays; Reaction-diffusion terms; TIME-VARYING DELAYS; STABILITY ANALYSIS; PASSIVITY ANALYSIS; FINITE-TIME; STABILIZATION; PARAMETERS; DEVICE;
D O I
10.1016/j.knosys.2021.107539
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the global exponential anti-synchronization problem is studied for an array of delayed memristive neural networks (DMNNs) with leakage term and reaction-diffusion terms. Firstly, to investigate the exponential anti-synchronization problems, we will design two different types of controllers for the proposed systems. Secondly, via adopting Lyapunov functional method, the drive- response theory and some inequality techniques, several sufficient conditions are obtained to ensure the global exponential anti-synchronization of the proposed DMNNs with leakage term and reaction- diffusion terms. Specifically, the delays could be time-varying or constants in the leakage term. Compared with the previously research results, the proposed neural network models herein are more general, and the obtained results consider the diffusion effects, leakage delay and time-varying delays, and those results can improve and enrich the previously obtained results. At last, two numerical examples are provided to demonstrate the validity of the derived theoretical results. (c) 2021 Elsevier B.V. All rights reserved.
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页数:9
相关论文
共 51 条
[1]   Controller design for finite-time and fixed-time stabilization of fractional-order memristive complex-valued BAM neural networks with uncertain parameters and time-varying delays [J].
Arslan, Emel ;
Narayanan, G. ;
Ali, M. Syed ;
Arik, Sabri ;
Saroha, Sumit .
NEURAL NETWORKS, 2020, 130 :60-74
[2]   Robust stability analysis for discrete-time uncertain neural networks with leakage time-varying delay [J].
Banu, L. Jarina ;
Balasubramaniam, P. ;
Ratnavelu, K. .
NEUROCOMPUTING, 2015, 151 :808-816
[3]   Global exponential synchronization of delayed memristive neural networks with reaction-diffusion terms [J].
Cao, Yanyi ;
Cao, Yuting ;
Guo, Zhenyuan ;
Huang, Tingwen ;
Wen, Shiping .
NEURAL NETWORKS, 2020, 123 :70-81
[4]   Passivity analysis of delayed reaction-diffusion memristor-based neural networks [J].
Cao, Yanyi ;
Cao, Yuting ;
Wen, Shiping ;
Huang, Tingwen ;
Zeng, Zhigang .
NEURAL NETWORKS, 2019, 109 :159-167
[5]   Passivity analysis of coupled neural networks with reaction-diffusion terms and mixed delays [J].
Cao, Yanyi ;
Cao, Yuting ;
Wen, Shiping ;
Huang, Tingwen ;
Zeng, Zhigang .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2018, 355 (17) :8915-8933
[6]   Stabilization of memristive neural networks with mixed time-varying delays via continuous/periodic event-based control [J].
Cao, Yuting ;
Wang, Shiqin ;
Guo, Zhenyuan ;
Huang, Tingwen ;
Wen, Shiping .
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (11) :7122-7138
[7]   Synchronization of memristive neural networks with leakage delay and parameters mismatch via event-triggered control [J].
Cao, Yuting ;
Wang, Shengbo ;
Guo, Zhenyuan ;
Huang, Tingwen ;
Wen, Shiping .
NEURAL NETWORKS, 2019, 119 :178-189
[8]   The Optimization of Synchronization Control Parameters for Fractional-Order Delayed Memristive Neural Networks Using SIWPSO [J].
Chang, Qi ;
Hu, Aihua ;
Yang, Yongqing ;
Li, Li .
NEURAL PROCESSING LETTERS, 2020, 51 (02) :1541-1556
[9]   An Efficient Memristor-Based Circuit Implementation of Squeeze-and-Excitation Fully Convolutional Neural Networks [J].
Chen, Jiadong ;
Wu, Yincheng ;
Yang, Yin ;
Wen, Shiping ;
Shi, Kaibo ;
Bermak, Amine ;
Huang, Tingwen .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2022, 33 (04) :1779-1790
[10]   MEMRISTOR - MISSING CIRCUIT ELEMENT [J].
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUIT THEORY, 1971, CT18 (05) :507-+