Projective synchronization for fractional neural networks

被引:196
作者
Yu, Juan [1 ]
Hu, Cheng [1 ]
Jiang, Haijun [1 ]
Fan, Xiaolin [1 ,2 ]
机构
[1] Xinjiang Univ, Coll Math & Syst Sci, Urumqi 830046, Xinjiang, Peoples R China
[2] Xinjiang Inst Engn, Fdn Dept, Urumqi 830091, Xinjiang, Peoples R China
基金
中国博士后科学基金;
关键词
Fractional-order; Neural network; Projective synchronization; Fractional adaptive control; CHAOS SYNCHRONIZATION; SYSTEMS;
D O I
10.1016/j.neunet.2013.10.002
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, the global projective synchronization of fractional-order neural networks is investigated. First, a sufficient condition in the sense of Caputo's fractional derivation to ensure the monotonicity of the continuous and differential functions and a new fractional-order differential inequality are derived, which play central roles in the investigation of the fractional adaptive control. Based on the preparation and some analysis techniques, some novel criteria are obtained to realize projective synchronization of fractional-order neural networks via combining open loop control and adaptive control. As some special cases, several control strategies are given to ensure the realization of complete synchronization, anti-synchronization and the stabilization of the addressed neural networks. Finally, an example with numerical simulations is given to show the effectiveness of the obtained results. (C) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:87 / 95
页数:9
相关论文
共 33 条
[1]  
[Anonymous], 2006, THEORY APPL FRACTION
[2]   Chaotic behavior in noninteger-order cellular neural networks [J].
Arena, P ;
Fortuna, L ;
Porto, D .
PHYSICAL REVIEW E, 2000, 61 (01) :776-781
[3]   Bifurcation and chaos in noninteger order cellular neural networks [J].
Arena, P ;
Caponetto, R ;
Fortuna, L ;
Porto, D .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 1998, 8 (07) :1527-1539
[4]  
Boroomand A, 2010, NAT COMP INT C, P883
[5]   Stability analysis of Caputo fractional-order nonlinear systems revisited [J].
Delavari, Hadi ;
Baleanu, Dumitru ;
Sadati, Jalil .
NONLINEAR DYNAMICS, 2012, 67 (04) :2433-2439
[6]   A fractional-order hyperchaotic system and its synchronization [J].
Deng, Hongmin ;
Li, Tao ;
Wang, Qionghua ;
Li, Hongbin .
CHAOS SOLITONS & FRACTALS, 2009, 41 (02) :962-969
[7]   Chaos synchronization of the fractional Lu system [J].
Deng, WH ;
Li, CP .
PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2005, 353 (1-4) :61-72
[8]   Phase synchronization in fractional differential chaotic systems [J].
Erjaee, G. H. ;
Momani, Shaher .
PHYSICS LETTERS A, 2008, 372 (14) :2350-2354
[9]   Chaos synchronization of fractional order modified duffing systems with parameters excited by a chaotic signal [J].
Ge, Zheng-Ming ;
Ou, Chan-Yi .
CHAOS SOLITONS & FRACTALS, 2008, 35 (04) :705-717
[10]   CHAOS IN A FRACTIONAL ORDER CHUAS SYSTEM [J].
HARTLEY, TT ;
LORENZO, CF ;
QAMMER, HK .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 1995, 42 (08) :485-490