Design of nonlinear optimal control for chaotic synchronization of coupled stochastic neural networks via Hamilton-Jacobi-Bellman equation

被引:17
作者
Liu, Ziqian [1 ]
机构
[1] SUNY Maritime Coll, Dept Engn, 6 Pennyfield Ave, Throggs Neck, NY 10465 USA
关键词
Chaotic synchronization; Nonlinear optimal control; Noise attenuation; Hamilton-Jacobi-Bellman (HJB) equation; Lyapunov technique; Coupled stochastic neural networks; EXPONENTIAL LAG SYNCHRONIZATION; SLIDING MODE CONTROL; TIME-VARYING DELAYS; UNKNOWN-PARAMETERS; FEEDBACK-CONTROL; SYSTEMS; CRITERIA;
D O I
10.1016/j.neunet.2018.01.003
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a new theoretical design of nonlinear optimal control on achieving chaotic synchronization for coupled stochastic neural networks. To obtain an optimal control law, the proposed approach is developed rigorously by using Hamilton-Jacobi-Bellman (HJB) equation, Lyapunov technique, and inverse optimality, and hence guarantees that the chaotic drive network synchronizes with the chaotic response network influenced by uncertain noise signals. Furthermore, the paper provides four numerical examples to demonstrate the effectiveness of the proposed approach. (C) 2018 Elsevier Ltd. All rights reserved.
引用
收藏
页码:166 / 177
页数:12
相关论文
共 56 条
[1]   CHAOTIC NEURAL NETWORKS [J].
AIHARA, K ;
TAKABE, T ;
TOYODA, M .
PHYSICS LETTERS A, 1990, 144 (6-7) :333-340
[2]   Synchronization of recurrent neural networks with mixed time-delays via output coupling with delayed feedback [J].
Balasubramaniam, P. ;
Vembarasan, V. .
NONLINEAR DYNAMICS, 2012, 70 (01) :677-691
[3]   Synchronization of chaotic nonlinear continuous neural networks with time-varying delay [J].
Balasubramaniam, P. ;
Chandran, R. ;
Theesar, S. Jeeva Sathya .
COGNITIVE NEURODYNAMICS, 2011, 5 (04) :361-371
[4]   Exponential Synchronization of Coupled Stochastic Memristor-Based Neural Networks With Time-Varying Probabilistic Delay Coupling and Impulsive Delay [J].
Bao, Haibo ;
Park, Ju H. ;
Cao, Jinde .
IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2016, 27 (01) :190-201
[5]  
Cao J, 2006, AIP CHAOS, V16, p126
[6]   Synchronization criteria of Lur'e systems with time-delay feedback control [J].
Cao, JD ;
Li, HX ;
Ho, DWC .
CHAOS SOLITONS & FRACTALS, 2005, 23 (04) :1285-1298
[7]   Synchronization of chaotic recurrent neural networks with time-varying delays using nonlinear feedback control [J].
Cui, Baotong ;
Lou, Xuyang .
CHAOS SOLITONS & FRACTALS, 2009, 39 (01) :288-294
[8]   Inverse optimality in robust stabilization [J].
Freeman, RA ;
Kokotovic, PV .
SIAM JOURNAL ON CONTROL AND OPTIMIZATION, 1996, 34 (04) :1365-1391
[9]   Synchronization of chaotic neural networks with mixed time delays [J].
Gan, Qintao ;
Xu, Rui ;
Kang, Xibing .
COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2011, 16 (02) :966-974
[10]   Exponential synchronization of neural networks with time-varying delays [J].
Gao, Xiuzhi ;
Zhong, Shouming ;
Gao, Fengyin .
NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2009, 71 (5-6) :2003-2011