Morphological Analysis for Three-Dimensional Chaotic Delay Neural Networks

المؤلفون المشاركون

Lu, Yusong
Luo, Ricai
Zou, Yongfu

المصدر

Journal of Mathematics

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-6، 6ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-11-28

دولة النشر

مصر

عدد الصفحات

6

التخصصات الرئيسية

الرياضيات

الملخص EN

The study focuses on the chaotic behavior of a three-dimensional Hopfield neural network with time delay.

We find the aspecific coefficient matrix and the initial value condition of the system and use MATLAB software to draw its graph.

The result shows that their shape is very similar to the figure of Roslerʼs chaotic system.

Furthermore, we analyzed the divergence, the eigenvalue of the Jacobian matrix for the equilibrium point, and the Lyapunov exponent of the system.

These properties prove that the system does have chaotic behavior.

This result not only confirms that there is chaos in the neural networks but also that the chaotic characteristics of the system are very similar to those of Roslerʼs chaotic system under certain conditions.

This discovery provides useful information that can be applied to other aspects of chaotic Hopfield neural networks, such as chaotic synchronization and control.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Lu, Yusong& Luo, Ricai& Zou, Yongfu. 2020. Morphological Analysis for Three-Dimensional Chaotic Delay Neural Networks. Journal of Mathematics،Vol. 2020, no. 2020, pp.1-6.
https://search.emarefa.net/detail/BIM-1188042

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Lu, Yusong…[et al.]. Morphological Analysis for Three-Dimensional Chaotic Delay Neural Networks. Journal of Mathematics No. 2020 (2020), pp.1-6.
https://search.emarefa.net/detail/BIM-1188042

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Lu, Yusong& Luo, Ricai& Zou, Yongfu. Morphological Analysis for Three-Dimensional Chaotic Delay Neural Networks. Journal of Mathematics. 2020. Vol. 2020, no. 2020, pp.1-6.
https://search.emarefa.net/detail/BIM-1188042

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1188042