DocumentCode
2707239
Title
Effects of the short-cut connection on the dynamics of a delayed ring neural network
Author
Xu, X. ; Liang, Y.C.
Author_Institution
Coll. of Math., Jilin Univ., Changchun, China
fYear
2009
fDate
14-19 June 2009
Firstpage
3405
Lastpage
3411
Abstract
This paper studies quantitatively a high dimensional delayed neural network with small world connection. On the basis of Lyapunov stability approach, we investigate the asymptotic stability of the trivial equilibrium and obtain delay-dependent criteria ensuring global stability for the neural network. It shows that the small world connection decreases the global stability interval. Special attention is paid to the complex dynamics due to the short-cut connenction. Some complex dynamical behaviors are exhibited numerically such as period-doubling bifurcation and quasi-period bifurcation to chaos. It would be promising that small world connection can be used as an effective scheme to control the dynamics.
Keywords
Lyapunov methods; asymptotic stability; chaos; delays; neurocontrollers; numerical analysis; Lyapunov stability approach; asymptotic stability; chaos; delay-dependent criteria; delayed ring neural network; numerical simulation; period-doubling bifurcation; quasiperiod bifurcation; trivial equilibrium; Asymptotic stability; Bifurcation; Chaos; Delay effects; Displays; Lyapunov method; Mathematical model; Neural networks; Neurons; Stability criteria;
fLanguage
English
Publisher
ieee
Conference_Titel
Neural Networks, 2009. IJCNN 2009. International Joint Conference on
Conference_Location
Atlanta, GA
ISSN
1098-7576
Print_ISBN
978-1-4244-3548-7
Electronic_ISBN
1098-7576
Type
conf
DOI
10.1109/IJCNN.2009.5178665
Filename
5178665
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