Fixed-time synchronization of delayed memristor-based recurrent neural networks

被引:289
作者
Cao, Jinde [1 ]
Li, Ruoxia
机构
[1] Southeast Univ, Sch Math, Nanjing 210096, Jiangsu, Peoples R China
基金
中国国家自然科学基金;
关键词
memristor; fixed-time synchronization; nonlinear control; master-slave systems; time delays;
D O I
10.1007/s11432-016-0555-2
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper focuses on the fixed-time synchronization control methodology for a class of delayed memristor-based recurrent neural networks. Based on Lyapunov functionals, analytical techniques, and together with novel control algorithms, sufficient conditions are established to achieve fixed-time synchronization of the master and slave memristive systems. Moreover, the settling time of fixed-time synchronization is estimated, which can be adjusted to desired values regardless of the initial conditions. Finally, the corresponding simulation results are included to show the effectiveness of the proposed methodology derived in this paper.
引用
收藏
页数:15
相关论文
共 37 条
[1]   Finite-time synchronization for memristor-based neural networks with time-varying delays [J].
Abdurahman, Abdujelil ;
Jiang, Haijun ;
Teng, Zhidong .
NEURAL NETWORKS, 2015, 69 :20-28
[2]   Exponential H a filtering analysis for discrete-time switched neural networks with random delays using sojourn probabilities [J].
Cao JinDe ;
Rakkiyappan, R. ;
Maheswari, K. ;
Chandrasekar, A. .
SCIENCE CHINA-TECHNOLOGICAL SCIENCES, 2016, 59 (03) :387-402
[3]  
Cao JD, 2016, CIRC SYST SIGNAL PR, V35, P811, DOI 10.1007/s00034-015-0105-6
[4]   Cluster synchronization in an array of hybrid coupled neural networks with delay [J].
Cao, Jinde ;
Li, Lulu .
NEURAL NETWORKS, 2009, 22 (04) :335-342
[5]   Global Mittag-Leffler stability and synchronization of memristor-based fractional-order neural networks [J].
Chen, Jiejie ;
Zeng, Zhigang ;
Jiang, Ping .
NEURAL NETWORKS, 2014, 51 :1-8
[6]   Projective synchronization of neural networks with mixed time-varying delays and parameter mismatch [J].
Chen, Shun ;
Cao, Jinde .
NONLINEAR DYNAMICS, 2012, 67 (02) :1397-1406
[7]   Resistance switching memories are memristors [J].
Chua, Leon .
APPLIED PHYSICS A-MATERIALS SCIENCE & PROCESSING, 2011, 102 (04) :765-783
[8]   MEMRISTIVE DEVICES AND SYSTEMS [J].
CHUA, LO ;
KANG, SM .
PROCEEDINGS OF THE IEEE, 1976, 64 (02) :209-223
[9]   MEMRISTOR - MISSING CIRCUIT ELEMENT [J].
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUIT THEORY, 1971, CT18 (05) :507-+
[10]  
CLARKE FH, 1987, OPTIMIZATION NONSMOO