Passivity and synchronization of coupled reaction-diffusion complex-valued memristive neural networks
Huang, Yanli and Hou, Jie and Yang, Erfu (2020) Passivity and synchronization of coupled reaction-diffusion complex-valued memristive neural networks. Applied Mathematics and Computation, 379. 125271. ISSN 0096-3003
![]() |
Text (Huang-etal-AMC-2020-Passivity-and-synchronization-of-coupled-reaction-diffusion)
Huang_etal_AMC_2020_Passivity_and_synchronization_of_coupled_reaction_diffusion.pdf Accepted Author Manuscript Restricted to Repository staff only until 13 April 2021. License: ![]() Download (1MB) | Request a copy from the Strathclyde author |
Abstract
This paper considers two types of coupled reaction-diffusion complex-valued memristive neural networks (CRDCVMNNs). The nodes of the first type CRDCVMNN are coupled through their state and the second one is coupled by spatial diffusion coupling term. For the former, some novel criteria for the passivity and synchronization are derived by constructing an appropriate controller and utilizing some inequality techniques as well as Lyapunov functional method. For the latter, we establish some sufficient conditions which guarantee that this type of CRDCVMNNs can realize passivity and synchronization. Finally, the effectiveness and correctness of the acquired theoretical results are verified by two numerical examples.
Creators(s): |
Huang, Yanli, Hou, Jie and Yang, Erfu ![]() | Item type: | Article |
---|---|
ID code: | 72069 |
Keywords: | state coupling, spatial diffusion coupling,, memristive neural networks, synchronization, passivity, Mathematics, Computational Mathematics, Applied Mathematics |
Subjects: | Science > Mathematics |
Department: | Faculty of Engineering > Design, Manufacture and Engineering Management |
Depositing user: | Pure Administrator |
Date deposited: | 16 Apr 2020 13:31 |
Last modified: | 11 Feb 2021 10:34 |
URI: | https://strathprints.strath.ac.uk/id/eprint/72069 |
Export data: |