Literature DB >> 28753446

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

Xinxin Zhang1, Peifeng Niu2, Yunpeng Ma3, Yanqiao Wei3, Guoqiang Li3.   

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.
Copyright © 2017 Elsevier Ltd. All rights reserved.

Entities:  

Keywords:  Fractional-order neural networks; Impulses; Mittag-Leffler stability; One-side Lipschitz condition

Mesh:

Year:  2017        PMID: 28753446     DOI: 10.1016/j.neunet.2017.06.010

Source DB:  PubMed          Journal:  Neural Netw        ISSN: 0893-6080


  2 in total

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Authors:  Rohisha Tuladhar; Fidel Santamaria; Ivanka Stamova
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2.  Design and Practical Stability of a New Class of Impulsive Fractional-Like Neural Networks.

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Journal:  Entropy (Basel)       Date:  2020-03-15       Impact factor: 2.524

  2 in total

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