DocumentCode
2370915
Title
On existence and uniqueness of stationary distribution of Hopfield Stochastic neural networks with Markovian switching
Author
Xu, Lifeng
Author_Institution
Sch. of Math. & Stat., Hubei Normal Univ., Huangshi, China
fYear
2012
fDate
23-25 March 2012
Firstpage
172
Lastpage
175
Abstract
This paper considers the Hopfield Stochastic neural networks with Markovian switching which is perturbed by Ganssian type noise. Using Lyapunov´s method and the coupling technique, some new criterion on the existence and uniqueness of stationary distribution are obtained.
Keywords
Hopfield neural nets; Lyapunov methods; Markov processes; stochastic systems; Ganssian type noise; Hopfield Stochastic neural networks; Lyapunov method; Markovian switching; coupling technique; stationary distribution existence; stationary distribution uniqueness; Asymptotic stability; Couplings; Differential equations; Markov processes; Neural networks; Probability; Switches;
fLanguage
English
Publisher
ieee
Conference_Titel
Information Science and Technology (ICIST), 2012 International Conference on
Conference_Location
Hubei
Print_ISBN
978-1-4577-0343-0
Type
conf
DOI
10.1109/ICIST.2012.6221631
Filename
6221631
Link To Document