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Global Mittag-Leffler stability analysis of fractional-order impulsive neural networks with one-side Lipschitz condition.

Authors :
Zhang, Xinxin
Niu, Peifeng
Ma, Yunpeng
Wei, Yanqiao
Li, Guoqiang
Source :
Neural Networks. Oct2017, Vol. 94, p67-75. 9p.
Publication Year :
2017

Abstract

This paper is concerned with the stability analysis issue of fractional-order impulsive neural networks. Under the one-side Lipschitz condition or the linear growth condition of activation function, the existence of solution is analyzed respectively. In addition, the existence, uniqueness and global Mittag-Leffler stability of equilibrium point of the fractional-order impulsive neural networks with one-side Lipschitz condition are investigated by the means of contraction mapping principle and Lyapunov direct method. Finally, an example with numerical simulation is given to illustrate the validity and feasibility of the proposed results. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
08936080
Volume :
94
Database :
Academic Search Index
Journal :
Neural Networks
Publication Type :
Academic Journal
Accession number :
125178616
Full Text :
https://doi.org/10.1016/j.neunet.2017.06.010