Title :
Stabilization analysis of stochastic Hopfield neural networks
Author :
Lou, Xuyang ; Ye, Qian ; Cui, Baotong
Author_Institution :
Key Lab. of Adv. Process Control for Light Ind. (Minist. of Educ.), Jiangnan Univ., Wuxi, China
Abstract :
The paper is concerned with stabilization of stochastic Hopfield neural networks (SHNNs) with time delay. First, we discuss the stabilization of SHNNs without delay in stochastic perturbation and design a stabilization controller. Then, we extend the theory to cope with the stabilization of SHNNs with delay in stochastic perturbation and two stabilization conditions are exploited.
Keywords :
Hopfield neural nets; control system synthesis; delays; perturbation techniques; stability; stochastic systems; SHNN; delay; stabilization analysis; stabilization conditions; stabilization controller design; stochastic Hopfield neural networks; stochastic perturbation; time delay; Biological neural networks; Delay; Linear matrix inequalities; Stability analysis; Stochastic processes; Symmetric matrices; Hopfield neural networks; delay; stochastic;
Conference_Titel :
Control, Automation and Systems (ICCAS), 2012 12th International Conference on
Conference_Location :
JeJu Island
Print_ISBN :
978-1-4673-2247-8
