Robust Exponential Stability of Switched Complex-Valued Neural Networks with Interval Parameter Uncertainties and Impulses
Joint Authors
Xu, Quan
Xu, Xiaohui
Yang, Jibin
Xue, Huanbin
Peng, Yiqiang
Source
Issue
Vol. 2018, Issue 2018 (31 Dec. 2018), pp.1-12, 12 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2018-12-02
Country of Publication
Egypt
No. of Pages
12
Main Subjects
Abstract EN
In this paper, dynamic behavior analysis has been discussed for a class of switched complex-valued neural networks with interval parameter uncertainties and impulse disturbance.
Sufficient conditions for guaranteeing the existence, uniqueness, and global robust exponential stability of the equilibrium point have been obtained by using the homomorphism mapping theorem, the scalar Lyapunov function method, the average dwell time method, and M-matrix theory.
Since there is no result concerning the stability problem of switched neural networks defined in complex number domain, the stability results we describe in this paper generalize the existing ones.
The effectiveness of the proposed results is illustrated by a numerical example.
American Psychological Association (APA)
Xu, Xiaohui& Xue, Huanbin& Peng, Yiqiang& Xu, Quan& Yang, Jibin. 2018. Robust Exponential Stability of Switched Complex-Valued Neural Networks with Interval Parameter Uncertainties and Impulses. Complexity،Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1134472
Modern Language Association (MLA)
Xu, Xiaohui…[et al.]. Robust Exponential Stability of Switched Complex-Valued Neural Networks with Interval Parameter Uncertainties and Impulses. Complexity No. 2018 (2018), pp.1-12.
https://search.emarefa.net/detail/BIM-1134472
American Medical Association (AMA)
Xu, Xiaohui& Xue, Huanbin& Peng, Yiqiang& Xu, Quan& Yang, Jibin. Robust Exponential Stability of Switched Complex-Valued Neural Networks with Interval Parameter Uncertainties and Impulses. Complexity. 2018. Vol. 2018, no. 2018, pp.1-12.
https://search.emarefa.net/detail/BIM-1134472
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1134472