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Fixed-time synchronization for quaternion-valued memristor-based neural networks with mixed delays
Zhang,Yanlin1; Yang,Liqiao1; Kou,Kit Ian1; Liu,Yang2
2023-06-01
Source PublicationNeural Networks
ISSN0893-6080
Volume165Pages:274-289
Abstract

In this paper, the fixed-time synchronization (FXTSYN) of unilateral coefficients quaternion-valued memristor-based neural networks (UCQVMNNs) with mixed delays is investigated. A direct analytical approach is suggested to obtain FXTSYN of UCQVMNNs utilizing one-norm smoothness in place of decomposition. When dealing with drive–response system discontinuity issues, use the set-valued map and the differential inclusion theorem. To accomplish the control objective, innovative nonlinear controllers and the Lyapunov functions are designed. Furthermore, some criteria of FXTSYN for UCQVMNNs are given using inequality techniques and the novel FXTSYN theory. And the accurate settling time is obtained explicitly. Finally, in order to show that the obtained theoretical results are accurate, useful, and applicable, numerical simulations are presented at the conclusion.

KeywordFixed-time Synchronization Memristor-based Neural Networks Nonlinear Controllers Quaternion-valued Unilateral Coefficients
DOI10.1016/j.neunet.2023.05.045
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science ; Neurosciences & Neurology
WOS SubjectComputer Science, Artificial Intelligence ; Neurosciences
WOS IDWOS:001022138200001
PublisherPERGAMON-ELSEVIER SCIENCE LTDTHE BOULEVARD, LANGFORD LANE, KIDLINGTON, OXFORD OX5 1GB, ENGLAND
Scopus ID2-s2.0-85161680855
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Document TypeJournal article
CollectionFaculty of Science and Technology
DEPARTMENT OF MATHEMATICS
Corresponding AuthorKou,Kit Ian
Affiliation1.Department of Mathematics,Faculty of Science and Technology,University of Macau,Macau,999078,China
2.College of Mathematics and Computer Science,Zhejiang Normal University,Jinhua,321004,China
First Author AffilicationFaculty of Science and Technology
Corresponding Author AffilicationFaculty of Science and Technology
Recommended Citation
GB/T 7714
Zhang,Yanlin,Yang,Liqiao,Kou,Kit Ian,et al. Fixed-time synchronization for quaternion-valued memristor-based neural networks with mixed delays[J]. Neural Networks, 2023, 165, 274-289.
APA Zhang,Yanlin., Yang,Liqiao., Kou,Kit Ian., & Liu,Yang (2023). Fixed-time synchronization for quaternion-valued memristor-based neural networks with mixed delays. Neural Networks, 165, 274-289.
MLA Zhang,Yanlin,et al."Fixed-time synchronization for quaternion-valued memristor-based neural networks with mixed delays".Neural Networks 165(2023):274-289.
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