Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption

The time delay caused by transmission in neurons is often ignored, but it is demonstrated by theories and practices that time delay is unavoidable. A new chaotic neuron model with time delay self-feedback is proposed based on Chen’s chaotic neuron. The bifurcation diagram and Lyapunov exponential di...

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Main Authors: Yao-Qun Xu, Xin-Xin Zhen, Meng Tang
Format: Article
Language:English
Published: Wiley 2022-01-01
Series:Complexity
Online Access:http://dx.doi.org/10.1155/2022/2832104
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author Yao-Qun Xu
Xin-Xin Zhen
Meng Tang
author_facet Yao-Qun Xu
Xin-Xin Zhen
Meng Tang
author_sort Yao-Qun Xu
collection DOAJ
description The time delay caused by transmission in neurons is often ignored, but it is demonstrated by theories and practices that time delay is unavoidable. A new chaotic neuron model with time delay self-feedback is proposed based on Chen’s chaotic neuron. The bifurcation diagram and Lyapunov exponential diagram are used to analyze the chaotic characteristics of neurons in the model when they receive the output signals at different times. The experimental results exhibit that it has a rich dynamic behavior. In addition, the randomness of chaotic series generated by chaotic neurons with time delay self-feedback under different conditions is verified. In order to investigate the application of this model in image encryption, an image encryption scheme is proposed. The security analysis of the simulation results shows that the encryption algorithm has an excellent anti-attack ability. Therefore, it is necessary and practical to study chaotic neurons with time delay self-feedback.
format Article
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institution Kabale University
issn 1099-0526
language English
publishDate 2022-01-01
publisher Wiley
record_format Article
series Complexity
spelling doaj-art-58d28131f442412f9f4868b632d58e632025-08-20T03:34:44ZengWileyComplexity1099-05262022-01-01202210.1155/2022/2832104Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image EncryptionYao-Qun Xu0Xin-Xin Zhen1Meng Tang2School of Computer and Information EngineeringSchool of Computer and Information EngineeringSchool of Computer and Information EngineeringThe time delay caused by transmission in neurons is often ignored, but it is demonstrated by theories and practices that time delay is unavoidable. A new chaotic neuron model with time delay self-feedback is proposed based on Chen’s chaotic neuron. The bifurcation diagram and Lyapunov exponential diagram are used to analyze the chaotic characteristics of neurons in the model when they receive the output signals at different times. The experimental results exhibit that it has a rich dynamic behavior. In addition, the randomness of chaotic series generated by chaotic neurons with time delay self-feedback under different conditions is verified. In order to investigate the application of this model in image encryption, an image encryption scheme is proposed. The security analysis of the simulation results shows that the encryption algorithm has an excellent anti-attack ability. Therefore, it is necessary and practical to study chaotic neurons with time delay self-feedback.http://dx.doi.org/10.1155/2022/2832104
spellingShingle Yao-Qun Xu
Xin-Xin Zhen
Meng Tang
Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
Complexity
title Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
title_full Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
title_fullStr Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
title_full_unstemmed Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
title_short Dynamical System in Chaotic Neurons with Time Delay Self-Feedback and Its Application in Color Image Encryption
title_sort dynamical system in chaotic neurons with time delay self feedback and its application in color image encryption
url http://dx.doi.org/10.1155/2022/2832104
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AT xinxinzhen dynamicalsysteminchaoticneuronswithtimedelayselffeedbackanditsapplicationincolorimageencryption
AT mengtang dynamicalsysteminchaoticneuronswithtimedelayselffeedbackanditsapplicationincolorimageencryption