Delay-Dependent Stability Analysis for Recurrent Neural Networks with Time-Varying Delays

المؤلفون المشاركون

Tian, Junkang
Lv, Shu
Zhong, Shouming

المصدر

Mathematical Problems in Engineering

العدد

المجلد 2012، العدد 2012 (31 ديسمبر/كانون الأول 2012)، ص ص. 1-14، 14ص.

الناشر

Hindawi Publishing Corporation

تاريخ النشر

2012-10-15

دولة النشر

مصر

عدد الصفحات

14

التخصصات الرئيسية

هندسة مدنية

الملخص EN

This paper concerns the problem of delay-dependent stability criteria for recurrent neural networks with time varying delays.

By taking more information of states and activation functions as augmented vectors, a new class of the Lyapunov functional is proposed.

Then, some less conservative stability criteria are obtained in terms of linear matrix inequalities (LMIs).

Finally, two numerical examples are given to illustrate the effectiveness of the proposed method.

نمط استشهاد جمعية علماء النفس الأمريكية (APA)

Lv, Shu& Tian, Junkang& Zhong, Shouming. 2012. Delay-Dependent Stability Analysis for Recurrent Neural Networks with Time-Varying Delays. Mathematical Problems in Engineering،Vol. 2012, no. 2012, pp.1-14.
https://search.emarefa.net/detail/BIM-1002227

نمط استشهاد الجمعية الأمريكية للغات الحديثة (MLA)

Lv, Shu…[et al.]. Delay-Dependent Stability Analysis for Recurrent Neural Networks with Time-Varying Delays. Mathematical Problems in Engineering No. 2012 (2012), pp.1-14.
https://search.emarefa.net/detail/BIM-1002227

نمط استشهاد الجمعية الطبية الأمريكية (AMA)

Lv, Shu& Tian, Junkang& Zhong, Shouming. Delay-Dependent Stability Analysis for Recurrent Neural Networks with Time-Varying Delays. Mathematical Problems in Engineering. 2012. Vol. 2012, no. 2012, pp.1-14.
https://search.emarefa.net/detail/BIM-1002227

نوع البيانات

مقالات

لغة النص

الإنجليزية

الملاحظات

Includes bibliographical references

رقم السجل

BIM-1002227