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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| Format: | Article |
| Language: | English |
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Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/2832104 |
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| _version_ | 1849411583344640000 |
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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 |
| id | doaj-art-58d28131f442412f9f4868b632d58e63 |
| 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 |
| work_keys_str_mv | AT yaoqunxu dynamicalsysteminchaoticneuronswithtimedelayselffeedbackanditsapplicationincolorimageencryption AT xinxinzhen dynamicalsysteminchaoticneuronswithtimedelayselffeedbackanditsapplicationincolorimageencryption AT mengtang dynamicalsysteminchaoticneuronswithtimedelayselffeedbackanditsapplicationincolorimageencryption |