Design and circuit implementation of a novel 5D memristive CNN hyperchaotic system

被引:28
|
作者
Xiu, Chunbo [1 ,2 ]
Fang, Jingyao [1 ]
Liu, Yuxia [3 ]
机构
[1] Tiangong Univ, Sch Control Sci & Engn, Tianjin 300387, Peoples R China
[2] Tiangong Univ, Tianjin Key Lab Intelligent Control Elect Equipmen, Tianjin 300387, Peoples R China
[3] ShanDong Water Conservancy Vocat Coll, Dept Informat Engn, Rizhao 276826, Peoples R China
关键词
Memristor; Cellular neural network; Hyperchaos; Hardware circuit implementation; NEURAL-NETWORK; MEMORY; NOISE;
D O I
10.1016/j.chaos.2022.112040
中图分类号
O1 [数学];
学科分类号
0701 ; 070101 ;
摘要
In order to enrich the dynamic characteristics of cellular neural network (CNN) and reveal the influence of memristor nonlinearity on the dynamic behavior of the network, a novel five-dimension memristive cellular neural network hyperchaotic system is designed by replacing the linear resistors in the output module of cellular neural network with two flux-controlled memristors, and the hardware circuit design of the system is completed. Based on Lyapunov exponent spectrum and attractor phase trajectories, the effects of system parameters and initial value on the dynamic characteristics of the memristive cellular neural network model are studied, and the generation conditions of different chaotic attractors and coexisting chaotic attractors are explained. Kolmogorov entropy is used to measure the chaotic degree of the system when the parameters are in different intervals. In this way, the criteria of parameter selection for system application are given. In particular, the effect of Gaussian white noise on the dynamic behavior of memristive CNN chaotic system is studied. The hardware circuit design and characteristic analysis of memristive cellular neural network are completed by the circuit simulation software, and the physical realizability of chaotic characteristics of the memristive cellular neural network model is verified. Furthermore, a secure communication application example based on the hyperchaotic system is given. (c) 2022 Elsevier Ltd.
引用
收藏
页数:17
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