Global Mittag-Leffler stability analysis of fractional-order impulsive neural networks with one-side Lipschitz condition.
basic_science · Level V
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- Record sourced from PubMed, PMID 28753446.
- Also identified by DOI 10.1016/j.neunet.2017.06.010.
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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.
Medical subject headings
- Neural Networks, Computer