Design of Locally Active Memristor Coupled Heterogeneous Neurons and Its Application to DNA Encoded Image Encryption

WANG Zicheng; MA Yongxing; WANG Yanfeng; SUN Junwei

doi:10.11999/JEIT221493

Volume 45 Issue 9

Sep. 2023

Turn off MathJax

Article Contents

Article Navigation > Journal of Electronics & Information Technology > 2023 > 45(9): 3359-3369

WANG Zicheng, MA Yongxing, WANG Yanfeng, SUN Junwei. Design of Locally Active Memristor Coupled Heterogeneous Neurons and Its Application to DNA Encoded Image Encryption[J]. Journal of Electronics & Information Technology, 2023, 45(9): 3359-3369. doi: 10.11999/JEIT221493

Citation:

WANG Zicheng, MA Yongxing, WANG Yanfeng, SUN Junwei. Design of Locally Active Memristor Coupled Heterogeneous Neurons and Its Application to DNA Encoded Image Encryption[J]. Journal of Electronics & Information Technology, 2023, 45(9): 3359-3369. doi: 10.11999/JEIT221493

Citation:

WANG Zicheng, MA Yongxing, WANG Yanfeng, SUN Junwei. Design of Locally Active Memristor Coupled Heterogeneous Neurons and Its Application to DNA Encoded Image Encryption[J]. Journal of Electronics & Information Technology, 2023, 45(9): 3359-3369. doi: 10.11999/JEIT221493

PDF( 21578 KB)

Design of Locally Active Memristor Coupled Heterogeneous Neurons and Its Application to DNA Encoded Image Encryption

doi: 10.11999/JEIT221493

School of Electrical and Information Engineering, Zhengzhou University of Light Industry, Zhengzhou 450002, China

Funds: The National Natural Science Foundation of China (62276239, 62272424), Zhongyuan Talents Program (ZYYCYU202012154)

Received Date: 2022-12-12
Rev Recd Date: 2023-04-12

Available Online: 2023-04-25

Publish Date: 2023-09-27

Abstract

Abstract

There is heterogeneity between different neurons, characteristics of dynamics are also quite different, so the coupling between heterogeneous neurons is a valuable research direction. In this paper, a locally active memristor coupled heterogeneity neuron is constructed using Fitzhugh-Nagumo (FN) neuron and Hindmarsh-Rose (HR) neuron. The bifurcation diagrams, spectral entropy and three parameter Lyapunov exponential diagrams of the heterogeneous neuron system are analyzed, and the heterogeneous neurons are multiple period windows and rich dynamic characteristics. In order to enhance the security of image transmission, a DNA encoded image encryption algorithm based on locally active memristor coupled heterogeneous neurons is designed. The noise and clipping of the encrypted image are analyzed, and the results show that the algorithm has strong robustness.
- Memristor,
- Heterogeneous neurons,
- Three parameter Lyapunov exponent,
- DNA encoded,
- Image encryption

FullText(HTML)

References(22)

References

[1]	王春华, 蔺海荣, 孙晶如, 等. 基于忆阻器的混沌、存储器及神经网络电路研究进展[J]. 电子与信息学报, 2020, 42(4): 795–810. doi: 10.11999/JEIT190821 WANG Chunhua, LIN Hairong, SUN Jingru, et al. Research progress on chaos, memory and neural network circuits based on memristor[J]. Journal of Electronics &Information Technology, 2020, 42(4): 795–810. doi: 10.11999/JEIT190821
[2]	孙军伟, 杨建领, 刘鹏, 等. 基于双曲函数的通用型荷控忆阻器电路等效模型分析[J]. 电子与信息学报, 2023, 45(2): 725–733. doi: 10.11999/JEIT211317 SUN Junwei, YANG Jianling, LIU Peng, et al. Circuit model analysis of general charge-controlled memristor based on hyperbolic functions[J]. Journal of Electronics &Information Technology, 2023, 45(2): 725–733. doi: 10.11999/JEIT211317
[3]	BAO Bocheng, CHEN Chengjie, BAO Han, et al. Dynamical effects of neuron activation gradient on Hopfield neural network: Numerical analyses and hardware experiments[J]. International Journal of Bifurcation and Chaos, 2019, 29(4): 1930010. doi: 10.1142/S0218127419300106
[4]	YAO Peng, WU Huaqiang, GAO Bin, et al. Fully hardware-implemented memristor convolutional neural network[J]. Nature, 2020, 577(7792): 641–646. doi: 10.1038/s41586-020-1942-4
[5]	SHI Qingyu, HUANG Xia, YUAN Fang, et al. Design and FPGA implementation of multi-wing chaotic switched systems based on a quadratic transformation[J]. Chinese Physics B, 2021, 30(2): 020507. doi: 10.1088/1674-1056/abd74c
[6]	DONG Yujiao, WANG Guangyi, CHEN Guanrong, et al. A bistable nonvolatile locally-active memristor and its complex dynamics[J]. Communications in Nonlinear Science and Numerical Simulation, 2020, 84: 105203. doi: 10.1016/j.cnsns.2020.105203
[7]	MA Jun and TANG Jun. A review for dynamics in neuron and neuronal network[J]. Nonlinear Dynamics, 2017, 89(3): 1569–1578. doi: 10.1007/s11071-017-3565-3
[8]	BAO Bocheng, WU Pingye, BAO Han, et al. Chaotic bursting in memristive diode bridge-coupled Sallen-Key lowpass filter[J]. Electronics Letters, 2017, 53(16): 1104–1105. doi: 10.1049/el.2017.1647
[9]	XU Lin, QI Guoyuan, and MA Jun. Modeling of memristor-based Hindmarsh-Rose neuron and its dynamical analyses using energy method[J]. Applied Mathematical Modelling, 2022, 101: 503–516. doi: 10.1016/j.apm.2021.09.003
[10]	ZHANG Sen, ZHENG Jiahao, WANG Xiaoping, et al. A novel no-equilibrium HR neuron model with hidden homogeneous extreme multistability[J]. Chaos, Solitons & Fractals, 2021, 145: 110761. doi: 10.1016/j.chaos.2021.110761
[11]	闵富红, 王珠林, 王恩荣, 等. 新型忆阻器混沌电路及其在图像加密中的应用[J]. 电子与信息学报, 2016, 38(10): 2681–2688. doi: 10.11999/JEIT160178 MIN Fuhong, WANG Zhulin, WANG Enrong, et al. New memristor chaotic circuit and its application to image encryption[J]. Journal of Electronics &Information Technology, 2016, 38(10): 2681–2688. doi: 10.11999/JEIT160178
[12]	VOLOS C K, KYPRIANIDIS I M, and STOUBOULOS I N. Text encryption scheme realized with a chaotic pseudo-random bit generator[J]. Journal of Engineering Science and Technology Review, 2013, 6(4): 9–14. doi: 10.25103/jestr.064.02
[13]	HUANG Lilian, YAO Wenju, XIANG Jianhong, et al. Heterogeneous and homogenous multistabilities in a novel 4D memristor-based chaotic system with discrete bifurcation diagrams[J]. Complexity, 2020, 2020: 2408460.
[14]	SUN Junwei, YANG Qinfei, and WANG Yanfeng. Dynamical analysis of novel memristor chaotic system and DNA encryption application[J]. Iranian Journal of Science and Technology, Transactions of Electrical Engineering, 2020, 44(1): 449–460. doi: 10.1007/s40998-019-00239-x
[15]	ZHAN Kun, WEI Dong, SHI Jinhui, et al. Cross-utilizing hyperchaotic and DNA sequences for image encryption[J]. Journal of Electronic Imaging, 2017, 26(1): 013021. doi: 10.1117/1.JEI.26.1.013021
[16]	NJITACKE Z T, MOGUE R L T, LEUTCHO G D, et al. Heterogeneous multistability in a novel system with purely nonlinear terms[J]. International Journal of Electronics, 2021, 108(7): 1166–1182. doi: 10.1080/00207217.2020.1833371
[17]	黄丽莲, 姚文举, 项建弘, 等. 一种具有多对称同质吸引子的四维混沌系统的超级多稳定性研究[J]. 电子与信息学报, 2022, 44(1): 390–399. doi: 10.11999/JEIT201095 HUANG Lilian, YAO Wenju, XIANG Jianhong, et al. Extreme multi-stability of a four-dimensional chaotic system with infinitely many symmetric homogeneous attractors[J]. Journal of Electronics &Information Technology, 2022, 44(1): 390–399. doi: 10.11999/JEIT201095
[18]	WANG Xingyuan, CHEN Shengnan, and ZHANG Yingqian. A chaotic image encryption algorithm based on random dynamic mixing[J]. Optics & Laser Technology, 2021, 138: 106837. doi: 10.1016/j.optlastec.2020.106837
[19]	武花干, 周杰, 陈胜垚, 等. 非对称忆阻诱导的吸引子非对称演化与机理研究[J]. 电子与信息学报, 2022, 44(6): 2101–2109. doi: 10.11999/JEIT210307 WU Huagan, ZHOU Jie, CHENG Shengyao, et al. Asymmetric memristor-induced attractor asymmetric evolution and its mechanism[J]. Journal of Electronics &Information Technology, 2022, 44(6): 2101–2109. doi: 10.11999/JEIT210307
[20]	刘公致, 吴琼, 王光义, 等. 改进型Logistic混沌映射及其在图像加密与隐藏中的应用[J]. 电子与信息学报, 2022, 44(10): 3602–3609. doi: 10.11999/JEIT210763 LIU Gongzhi, WU Qiong, WANG Guangyi, et al. A improved logistic chaotic map and its application to image encryption and hiding[J]. Journal of Electronics &Information Technology, 2022, 44(10): 3602–3609. doi: 10.11999/JEIT210763
[21]	刘思聪, 李春彪, 李泳新. 基于指数-余弦离散混沌映射的图像加密算法研究[J]. 电子与信息学报, 2022, 42(5): 1754–1762. doi: 10.11999/JEIT210270 LIU Sicong, LI Chunbiao, and LI Yongxin. A novel image encryption algorithm based on exponent-cosine chaotic mapping[J]. Journal of Electronics &Information Technology, 2022, 42(5): 1754–1762. doi: 10.11999/JEIT210270
[22]	ELKAMCHOUCHI E, ANTON R, and ABOUELSEOUD Y. New encryption algorithm for secure image transmission through open network[J]. Wireless Personal Communications, 2022, 125(1): 45–62. doi: 10.1007/s11277-022-09540-1