Switched Exponential State Estimation and Robust Stability for Interval Neural Networks with Discrete and Distributed Time Delays
Joint Authors
Xu, Hongwen
Wu, Huaiqin
Li, Ning
Source
Issue
Vol. 2012, Issue 2012 (31 Dec. 2012), pp.1-20, 20 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2012-07-12
Country of Publication
Egypt
No. of Pages
20
Main Subjects
Abstract EN
The interval exponential state estimation and robust exponential stability for the switched interval neural networks with discrete and distributed time delays are considered.
Firstly, by combining the theories of the switched systems and the interval neural networks, the mathematical model of the switched interval neural networks with discrete and distributed time delays and the interval estimation error system are established.
Secondly, by applying the augmented Lyapunov-Krasovskii functional approach and available output measurements, the dynamics of estimation error system is proved to be globally exponentially stable for all admissible time delays.
Both the existence conditions and the explicit characterization of desired estimator are derived in terms of linear matrix inequalities (LMIs).
Moreover, a delay-dependent criterion is also developed, which guarantees the robust exponential stability of the switched interval neural networks with discrete and distributed time delays.
Finally, two numerical examples are provided to illustrate the validity of the theoretical results.
American Psychological Association (APA)
Xu, Hongwen& Wu, Huaiqin& Li, Ning. 2012. Switched Exponential State Estimation and Robust Stability for Interval Neural Networks with Discrete and Distributed Time Delays. Abstract and Applied Analysis،Vol. 2012, no. 2012, pp.1-20.
https://search.emarefa.net/detail/BIM-446577
Modern Language Association (MLA)
Xu, Hongwen…[et al.]. Switched Exponential State Estimation and Robust Stability for Interval Neural Networks with Discrete and Distributed Time Delays. Abstract and Applied Analysis No. 2012 (2012), pp.1-20.
https://search.emarefa.net/detail/BIM-446577
American Medical Association (AMA)
Xu, Hongwen& Wu, Huaiqin& Li, Ning. Switched Exponential State Estimation and Robust Stability for Interval Neural Networks with Discrete and Distributed Time Delays. Abstract and Applied Analysis. 2012. Vol. 2012, no. 2012, pp.1-20.
https://search.emarefa.net/detail/BIM-446577
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-446577