Multi-weighted complex structure on fractional order coupled neural networks with linear coupling delay: a robust synchronization problem
Journal article
Authors | Pratap, A., Raja, R., Agarwal, Ravi. P., Cao, J. and Bagdasar, Ovidiu |
---|---|
Abstract | This sequel is concerned with the analysis of robust synchronization for a multi-weighted complex structure on fractional-order coupled neural networks (MWCFCNNs) with linear coupling delays via state feedback controller. Firstly, by means of fractional order comparison principle, suitable Lyapunov method, Kronecker product technique, some famous inequality techniques about fractional order calculus and the basis of interval parameter method, two improved robust asymptotical synchronization analysis, both algebraic method and LMI method, respectively are established via state feedback controller. Secondly, when the parameter uncertainties are ignored, several synchronization criterion are also given to ensure the global asymptotical synchronization of considered MWCFCNNs. Moreover, two type of special cases for global asymptotical synchronization MWCFCNNs with and without linear coupling delays, respectively are investigated. Ultimately, the accuracy and feasibility of obtained synchronization criteria are supported by the given two numerical computer simulations. |
Keywords | Computer Networks and Communications; Software; General Neuroscience; Artificial Intelligence; Coupled Neural Networks; Robust Synchronization |
Year | 2020 |
Journal | Neural Processing Letters |
Publisher | Springer Science and Business Media LLC |
ISSN | 1370-4621 |
1573-773X | |
Digital Object Identifier (DOI) | https://doi.org/10.1007/s11063-019-10188-5 |
Web address (URL) | http://hdl.handle.net/10545/624707 |
http://www.springer.com/tdm | |
hdl:10545/624707 | |
Publication dates | 19 Feb 2020 |
Publication process dates | |
Deposited | 16 Apr 2020, 15:59 |
Accepted | 16 Jan 2020 |
Contributors | Alagappa University, Karaikudi, Texas A&M University, Southeast University, Nanjing, China and University of Derby |
File | File Access Level Open |
File |
https://repository.derby.ac.uk/item/943xw/multi-weighted-complex-structure-on-fractional-order-coupled-neural-networks-with-linear-coupling-delay-a-robust-synchronization-problem
Download files
55
total views23
total downloads1
views this month2
downloads this month