Synchronization Analysis for Stochastic Inertial Memristor-Based Neural Networks with Linear Coupling

المؤلفون المشاركون

Liu, Haidong
Xia, Yonghui
Ye, Lixia
Yan, Jin-liang

المصدر

Complexity

العدد

المجلد 2020، العدد 2020 (31 ديسمبر/كانون الأول 2020)، ص ص. 1-14، 14ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2020-07-23

دولة النشر

مصر

عدد الصفحات

14

التخصصات الرئيسية

الفلسفة

الملخص EN

This paper concerns the synchronization problem for a class of stochastic memristive neural networks with inertial term, linear coupling, and time-varying delay.

Based on the interval parametric uncertainty theory, the stochastic inertial memristor-based neural networks (IMNNs for short) with linear coupling are transformed to a stochastic interval parametric uncertain system.

Furthermore, by applying the Lyapunov stability theorem, the stochastic analysis approach, and the Halanay inequality, some sufficient conditions are obtained to realize synchronization in mean square.

The established criteria show that stochastic perturbation is designed to ensure that the coupled IMNNs can be synchronized better by changing the state coefficients of stochastic perturbation.

Finally, an illustrative example is presented to demonstrate the efficiency of the theoretical results.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Ye, Lixia& Xia, Yonghui& Yan, Jin-liang& Liu, Haidong. 2020. Synchronization Analysis for Stochastic Inertial Memristor-Based Neural Networks with Linear Coupling. Complexity،Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1142460

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Ye, Lixia…[et al.]. Synchronization Analysis for Stochastic Inertial Memristor-Based Neural Networks with Linear Coupling. Complexity No. 2020 (2020), pp.1-14.
https://search.emarefa.net/detail/BIM-1142460

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Ye, Lixia& Xia, Yonghui& Yan, Jin-liang& Liu, Haidong. Synchronization Analysis for Stochastic Inertial Memristor-Based Neural Networks with Linear Coupling. Complexity. 2020. Vol. 2020, no. 2020, pp.1-14.
https://search.emarefa.net/detail/BIM-1142460

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1142460