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.
ORCID iDs
Huang, Yanli, Hou, Jie and Yang, Erfu
ORCID: https://orcid.org/0000-0003-1813-5950;
Item type: Article ID code: 68577 Dates: DateEvent11 July 2019Published11 July 2019Published Online17 June 2019AcceptedKeywords: 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: 03 Apr 2021 00:40 Related URLs: URI: https://strathprints.strath.ac.uk/id/eprint/68577
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