General decay anti-synchronization of multi-weighted coupled neural networks with and without reaction-diffusion terms

Huang, Yanli and Hou, Jie and Yang, Erfu (2019) General decay anti-synchronization of multi-weighted coupled neural networks with and without reaction-diffusion terms. Neural Computing and Applications. ISSN 0941-0643

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    Abstract

    The network models of multi-weighted coupled neural networks (MWCNNs) and multi-weighted coupled reaction-diffusion neural networks (MWCRDNNs) with and without delayed coupling are presented in this paper, respectively. Firstly, on account of the definitions of ψ-type stability and ψ-type function, the concept of decay anti-synchronization is proposed. Then, we investigate the decay anti-synchronization of MWCNNs with and without delayed coupling by designing appropriate nonlinear controllers, and several criteria for ensuring decay anti-synchronization are inferred by means of Lyapunov functional method as well as inequality techniques. Similarly, some conditions for decay anti-synchronization of MWCRDNNs with and without delayed coupling are also respectively derived. Lastly, two numerical examples with simulations are given to validate the correctness of these derived results.

    Creators(s): Huang, Yanli, Hou, Jie and Yang, Erfu ORCID logoORCID: https://orcid.org/0000-0003-1813-5950;
    Item type:Article
    ID code:68577
    Keywords:general decay anti-synchronization, MWCNNs, nonlinear control, delayed coupling, reaction-diffusion terms, Electrical engineering. Electronics Nuclear engineering, Electrical and Electronic Engineering, Control and Systems Engineering
    Subjects:Technology > Electrical engineering. Electronics Nuclear engineering
    Department:Faculty of Engineering > Design, Manufacture and Engineering Management
    Depositing user: Pure Administrator
    Date deposited:25 Jun 2019 11:17
    Last modified:15 Feb 2020 04:29
    Related URLs:
    URI:https://strathprints.strath.ac.uk/id/eprint/68577
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