Stability of Stochastic Discrete-Time Neural Networks with Discrete Delays and the Leakage Delay
Joint Authors
Source
Mathematical Problems in Engineering
Issue
Vol. 2015, Issue 2015 (31 Dec. 2015), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2015-09-16
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
This paper investigates the stability of stochastic discrete-time neural networks (NNs) with discretetime-varying delays and leakage delay.
As the partition of time-varying and leakage delay is brought in the discrete-time system, we construct a novel Lyapunov-Krasovskii function based on stability theory.
Furthermore sufficient conditions are derived to guarantee the global asymptotic stability of the equilibrium point.
Numerical example is given to demonstrate the effectiveness of the proposed method and the applicability of the proposed method.
American Psychological Association (APA)
Hou, Liyuan& Zhu, Hong. 2015. Stability of Stochastic Discrete-Time Neural Networks with Discrete Delays and the Leakage Delay. Mathematical Problems in Engineering،Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073478
Modern Language Association (MLA)
Hou, Liyuan& Zhu, Hong. Stability of Stochastic Discrete-Time Neural Networks with Discrete Delays and the Leakage Delay. Mathematical Problems in Engineering No. 2015 (2015), pp.1-13.
https://search.emarefa.net/detail/BIM-1073478
American Medical Association (AMA)
Hou, Liyuan& Zhu, Hong. Stability of Stochastic Discrete-Time Neural Networks with Discrete Delays and the Leakage Delay. Mathematical Problems in Engineering. 2015. Vol. 2015, no. 2015, pp.1-13.
https://search.emarefa.net/detail/BIM-1073478
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-1073478