Cluster synchronization for neutral stochastic delay networks via intermittent adaptive control

dc.contributor.authorChen, H.
dc.contributor.authorShi, P.
dc.contributor.authorLim, C.C.
dc.date.issued2019
dc.description.abstractThis article studies the problem of cluster synchronization at exponential rates in both the mean square and almost sure senses for neutral stochastic coupled neural networks with time-varying delay via a periodically intermittent pinning adaptive control strategy. The network topology can be symmetric or asymmetric, with each network node being described by neutral stochastic delayed neural networks. When considering the exponential stabilization in the mean square sense for neutral stochastic delay system, the delay inequality approach is used to circumvent the obstacle arising from the coexistence of random disturbance, neutral item, and time-varying delay. The almost surely exponential stabilization is also analyzed with the non- negative semimartingale convergence theorem. Sufficient criteria on cluster synchronization at exponential rates in both the mean square and almost sure senses of the underlying networks under the designed control scheme are derived. The effectiveness of the obtained theoretical results is illustrated by two examples.
dc.description.statementofresponsibilityHuabin Chen, Peng Shi, Cheng-Chew Lim
dc.identifier.citationIEEE Transactions on Neural Networks and Learning Systems, 2019; 30(11):3246-3259
dc.identifier.doi10.1109/TNNLS.2018.2890269
dc.identifier.issn2162-237X
dc.identifier.issn2162-2388
dc.identifier.orcidShi, P. [0000-0001-6295-0405] [0000-0001-8218-586X] [0000-0002-0864-552X] [0000-0002-1358-2367] [0000-0002-5312-5435]
dc.identifier.orcidLim, C.C. [0000-0002-2463-9760]
dc.identifier.urihttp://hdl.handle.net/2440/127441
dc.language.isoen
dc.publisherInstitute of Electrical and Electronics Engineers
dc.relation.granthttp://purl.org/au-research/grants/arc/GJJ14155
dc.rights© 2019 IEEE. Personal use is permitted, but republication/redistribution requires IEEE permission.
dc.source.urihttps://doi.org/10.1109/tnnls.2018.2890269
dc.subjectCluster synchronization; neutral stochastic coupled neural networks; periodically intermittent pinning adaptive control; stability; time-varying delay
dc.titleCluster synchronization for neutral stochastic delay networks via intermittent adaptive control
dc.typeJournal article
pubs.publication-statusPublished

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