DocumentCode
3303191
Title
A novel LMI approach to global impulsive exponential synchronization of chaotic delayed neural networks
Author
Ma, Tiedong ; Zhang, Huaguang ; Liu, Derong ; Wang, Zhiliang
Author_Institution
Sch. of Inf. Sci. & Eng., Northeastern Univ., Shenyang, China
fYear
2009
fDate
15-18 Dec. 2009
Firstpage
626
Lastpage
631
Abstract
In this paper, the exponential synchronization problem of a class of chaotic delayed neural networks (DNNs) via impulsive control method is studied. Based on the theory of impulsive functional differential equations (FDEs), some new synchronization criteria expressed in the form of linear matrix inequalities (LMIs) are derived. The designed impulsive controller not only can globally exponentially stabilize the error dynamics, but also can control the exponential synchronization rate of the error dynamics. Furthermore, to estimate the stable region, a novel optimization control algorithm is developed, which can deal with the minimum problem with two nonlinear terms coexisting in LMIs effectively. Finally, simulation results demonstrate the effectiveness of the proposed method.
Keywords
chaos; differential equations; linear matrix inequalities; neural nets; optimisation; synchronisation; LMI approach; chaotic delayed neural networks; functional differential equations; global impulsive exponential synchronization; impulsive control method; impulsive controller; linear matrix inequalities; optimization control algorithm; Adaptive control; Chaos; Chaotic communication; Control systems; Error correction; Linear feedback control systems; Linear matrix inequalities; Neural networks; Nonlinear control systems; Symmetric matrices;
fLanguage
English
Publisher
ieee
Conference_Titel
Decision and Control, 2009 held jointly with the 2009 28th Chinese Control Conference. CDC/CCC 2009. Proceedings of the 48th IEEE Conference on
Conference_Location
Shanghai
ISSN
0191-2216
Print_ISBN
978-1-4244-3871-6
Electronic_ISBN
0191-2216
Type
conf
DOI
10.1109/CDC.2009.5400055
Filename
5400055
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