Dynamics in a memristor-coupled heterogeneous neuron network under electromagnetic radiation

被引:27
|
作者
Peng, Cheng [1 ]
Li, Zhijun [1 ]
Wang, Mengjiao [1 ]
Ma, Minglin [1 ]
机构
[1] Xiangtan Univ, Sch Automat & Elect Informat, Xiangtan 41110, Hunan, Peoples R China
关键词
Electromagnetic radiation; Memristor; Heterogeneous neuron network; Phase synchronization; MODEL; MULTISTABILITY;
D O I
10.1007/s11071-023-08671-9
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
The electromagnetic environment around neurons is very complex, and studying the effect of electromagnetic radiation on the firing behavior of neurons is of great significance. In this paper, we establish a memristor-coupled heterogeneous neuron network composed of an HR neuron and a FHN neuron, where the effect of electromagnetic radiation is modeled by the induced current of the flux-controlled memristor. The firing behaviors of the network are studied through phase diagrams, time series, bifurcation diagrams, Lyapunov exponent spectrums, and local attraction basins. It is found that under different initial conditions, the network exhibits different bifurcation routes by varying the coupling strength, resulting in the coexistence of multiple firing patterns. More interestingly, the network, under different initials, appears completely opposite bifurcation routes when the electromagnetic radiation intensities vary. In addition, synchronous firing behavior between two heterogeneous neurons is also explored. It is observed that both neurons can achieve phase synchronization more easily when the coupling strength decreases to a negative value. Finally, the numerical analysis is verified by the Multisim circuit.
引用
收藏
页码:16527 / 16543
页数:17
相关论文
共 50 条
  • [31] A novel memristor-coupled discrete neural network with multi-stability and multiple state transitions
    Shi, Fan
    Cao, Yinghong
    Xu, Xianying
    Mou, Jun
    EUROPEAN PHYSICAL JOURNAL-SPECIAL TOPICS, 2025,
  • [32] Memristor-coupled dual-neuron mapping model: initials-induced coexisting firing patterns and synchronization activities
    Bao, Bocheng
    Hu, Jingting
    Bao, Han
    Xu, Quan
    Chen, Mo
    COGNITIVE NEURODYNAMICS, 2024, 18 (02) : 539 - 555
  • [33] Effect of electromagnetic radiation on the dynamics of spatiotemporal patterns in memristor-based neuronal network
    Clovis Ntahkie Takembo
    Alain Mvogo
    Henri Paul Ekobena Fouda
    Timoléon Crépin Kofané
    Nonlinear Dynamics, 2019, 95 : 1067 - 1078
  • [34] Effect of electromagnetic radiation on the dynamics of spatiotemporal patterns in memristor-based neuronal network
    Takembo, Clovis Ntahkie
    Mvogo, Alain
    Fouda, Henri Paul Ekobena
    Kofane, Timoleon Crepin
    NONLINEAR DYNAMICS, 2019, 95 (02) : 1067 - 1078
  • [35] KTz Neuron in Electromagnetic Radiation with a Novel Flux-Controlled Memristor
    Zhu, Jinyue
    Cao, Yinghong
    Mou, Jun
    Banerjee, Santo
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2024, 34 (11):
  • [36] Dynamic Analysis, Image Encryption Application and FPGA Implementation of a Discrete Memristor-Coupled Neural Network
    Yu, Fei
    Xu, Si
    Lin, Yue
    Gracia, Yumba Musoya
    Yao, Wei
    Cai, Shuo
    INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2024, 34 (06):
  • [37] Memristor-coupled dual-neuron mapping model: initials-induced coexisting firing patterns and synchronization activities
    Bocheng Bao
    Jingting Hu
    Han Bao
    Quan Xu
    Mo Chen
    Cognitive Neurodynamics, 2024, 18 : 539 - 555
  • [38] Dynamics and implementation of a functional neuron model with hyperchaotic behavior under electromagnetic radiation
    Ma, Tao
    Mou, Jun
    Chen, Wanzhong
    CHAOS SOLITONS & FRACTALS, 2025, 190
  • [39] Hidden dynamics of memristor-coupled neurons with multi-stability and multi-transient hyperchaotic behavior
    Ma, Tao
    Mou, Jun
    Al-Barakati, Abdullah A.
    Jahanshahi, Hadi
    Miao, Miao
    PHYSICA SCRIPTA, 2023, 98 (10)
  • [40] Complex dynamics in a Hopfield neural network under electromagnetic induction and electromagnetic radiation
    Wan, Qiuzhen
    Yan, Zidie
    Li, Fei
    Chen, Simiao
    Liu, Jiong
    CHAOS, 2022, 32 (07)