Exponential lag function projective synchronization of memristor-based multidirectional associative memory neural networks via hybrid control

被引:12
作者
Yuan, Manman [1 ,2 ]
Wang, Weiping [1 ,2 ]
Luo, Xiong [1 ,2 ]
Li, Lixiang [3 ]
Kurths, Jurgen [4 ,5 ]
Wang, Xiao [6 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
[2] Beijing Key Lab Knowledge Engn Mat Sci, Beijing 100083, Peoples R China
[3] Beijing Univ Posts & Telecommun, State Key Lab Networking & Switching Technol, Informat Secur Ctr, Beijing 100876, Peoples R China
[4] Humboldt Univ, Inst Phys, D-10099 Berlin, Germany
[5] Potsdam Inst Climate Impact Res, D-14473 Potsdam, Germany
[6] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
来源
MODERN PHYSICS LETTERS B | 2018年 / 32卷 / 09期
基金
中国国家自然科学基金;
关键词
Multidirectional associative memory; memristor; hybrid control; lag function projective; exponential synchronization; TIME-VARYING DELAYS; SYSTEMS;
D O I
10.1142/S0217984918501166
中图分类号
O59 [应用物理学];
学科分类号
摘要
This paper is concerned with the exponential lag function projective synchronization of memristive multidirectional associative memory neural networks (MMAMNNs). First, we propose a new model of MMAMNNs with mixed time-varying delays. In the proposed approach, the mixed delays include time-varying discrete delays and distributed time delays. Second, we design two kinds of hybrid controllers. Traditional control methods lack the capability of reflecting variable synaptic weights. In this paper, the controllers are carefully designed to confirm the process of different types of synchronization in the MMAMNNs. Third, sufficient criteria guaranteeing the synchronization of system are derived based on the derive-response concept. Finally, the effectiveness of the proposed mechanism is validated with numerical experiments.
引用
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页数:39
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