Almost Sure Asymptotical Adaptive Synchronization for Neutral-Type Neural Networks with Stochastic Perturbation and Markovian Switching
Joint Authors
Yang, Xueqing
Dai, Anding
Yang, Jun
Liu, Huashan
Zhou, Wuneng
Source
Mathematical Problems in Engineering
Issue
Vol. 2014, Issue 2014 (31 Dec. 2014), pp.1-13, 13 p.
Publisher
Hindawi Publishing Corporation
Publication Date
2014-04-16
Country of Publication
Egypt
No. of Pages
13
Main Subjects
Abstract EN
The problem of almost sure (a.s.) asymptotic adaptive synchronization for neutral-type neural networks with stochastic perturbation and Markovian switching is researched.
Firstly, we proposed a new criterion of a.s.
asymptotic stability for a general neutral-type stochastic differential equation which extends the existing results.
Secondly, based upon this stability criterion, by making use of Lyapunov functional method and designing an adaptive controller, we obtained a condition of a.s.
asymptotic adaptive synchronization for neutral-type neural networks with stochastic perturbation and Markovian switching.
The synchronization condition is expressed as linear matrix inequality which can be easily solved by Matlab.
Finally, we introduced a numerical example to illustrate the effectiveness of the method and result obtained in this paper.
American Psychological Association (APA)
Zhou, Wuneng& Yang, Xueqing& Yang, Jun& Dai, Anding& Liu, Huashan. 2014. Almost Sure Asymptotical Adaptive Synchronization for Neutral-Type Neural Networks with Stochastic Perturbation and Markovian Switching. Mathematical Problems in Engineering،Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-474773
Modern Language Association (MLA)
Zhou, Wuneng…[et al.]. Almost Sure Asymptotical Adaptive Synchronization for Neutral-Type Neural Networks with Stochastic Perturbation and Markovian Switching. Mathematical Problems in Engineering No. 2014 (2014), pp.1-13.
https://search.emarefa.net/detail/BIM-474773
American Medical Association (AMA)
Zhou, Wuneng& Yang, Xueqing& Yang, Jun& Dai, Anding& Liu, Huashan. Almost Sure Asymptotical Adaptive Synchronization for Neutral-Type Neural Networks with Stochastic Perturbation and Markovian Switching. Mathematical Problems in Engineering. 2014. Vol. 2014, no. 2014, pp.1-13.
https://search.emarefa.net/detail/BIM-474773
Data Type
Journal Articles
Language
English
Notes
Includes bibliographical references
Record ID
BIM-474773
