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Synchronization of fractional-order quaternion-valued neural networks with image encryption via event-triggered impulsive control
Zhang, Yanlin1; Yang, Liqiao2; Kou, Kit Ian1; Liu, Yang3
2024-07-19
Source PublicationKnowledge-Based Systems
ISSN0950-7051
Volume296Pages:111953
Abstract

The finite-time synchronization and impulsive synchronization of fractional-order quaternion-valued neural networks (FOQVNNs) with delay are investigated in this research. To begin, instead of employing a decomposition method, a Lyapunov direct approach is proposed to achieve the finite-time synchronization of FOQVNNs using event-triggered control based on state errors. The settling time is then estimated using a unique fractional differential inequality. The event-triggered impulsive controller, which updates only during triggering instants, is proposed to be more inexpensive and efficient. Then, utilizing fractional Lyapunov theory and the comparison principle, several novel quaternion-valued linear matrix inequalities criteria are defined to assure the impulsive synchronization of the delayed FOQVNNs. Furthermore, the positive lower bound of the inter-event time is obtained to exclude the Zeno behavior. As proof of the feasibility and validity of these theoretical findings obtained, numerical examples are provided. At last, the use of the event-triggered control technique for FOQVNNs in image encryption and decryption is demonstrated and validated.

KeywordEvent-triggered Impulsive Control Finite-time Synchronization Fractional-order Quaternion-valued Neural Networks Image Encryption And Decryption Quaternion-valued Linear Matrix Inequalities
DOI10.1016/j.knosys.2024.111953
URLView the original
Indexed BySCIE
Language英語English
WOS Research AreaComputer Science
WOS SubjectComputer Science, Artificial Intelligence
WOS IDWOS:001248680500003
PublisherELSEVIER, RADARWEG 29, 1043 NX AMSTERDAM, NETHERLANDS
Scopus ID2-s2.0-85193974688
Fulltext Access
Citation statistics
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, 999078, China
2.School of Computing and Artificial Intelligence, Southwestern University of Finance and Economics, Chengdu, 611130, China
3.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. Synchronization of fractional-order quaternion-valued neural networks with image encryption via event-triggered impulsive control[J]. Knowledge-Based Systems, 2024, 296, 111953.
APA Zhang, Yanlin., Yang, Liqiao., Kou, Kit Ian., & Liu, Yang (2024). Synchronization of fractional-order quaternion-valued neural networks with image encryption via event-triggered impulsive control. Knowledge-Based Systems, 296, 111953.
MLA Zhang, Yanlin,et al."Synchronization of fractional-order quaternion-valued neural networks with image encryption via event-triggered impulsive control".Knowledge-Based Systems 296(2024):111953.
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