Yan He , Weiwei Zhang , Hai Zhang , Jinde Cao , Mahmoud Abdel-Aty
{"title":"Projective synchronization results of fractional order quaternion valued neural networks with proportional delay under event-triggered control","authors":"Yan He , Weiwei Zhang , Hai Zhang , Jinde Cao , Mahmoud Abdel-Aty","doi":"10.1016/j.eswa.2025.127643","DOIUrl":null,"url":null,"abstract":"<div><div>This paper explores the projective synchronization (PS) of fractional order neural networks (FONNs) with proportional delay in quaternion through non-decomposition method. A controller with proportional delay is designed from the perspective of reducing the times of controller updates and computational costs, and corresponding event-triggered conditions are provided. The criteria for achieving PS of the systems are obtained through techniques such as mean value inequality and Razumikhin’s theorem. On the basis of this derivation, the conditions for systems to achieve PS are explored when two consecutive releases are fixed. In addition, the positive lower bound of the inter-event time is derived, Zeno behavior can be excluded. Finally, the validity of the theoretical results is obtained through simulation. Additionally, the application of the system studied in this paper in image encryption and decryption is presented.</div></div>","PeriodicalId":50461,"journal":{"name":"Expert Systems with Applications","volume":"282 ","pages":"Article 127643"},"PeriodicalIF":7.5000,"publicationDate":"2025-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Expert Systems with Applications","FirstCategoryId":"94","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0957417425012655","RegionNum":1,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"COMPUTER SCIENCE, ARTIFICIAL INTELLIGENCE","Score":null,"Total":0}
引用次数: 0
Abstract
This paper explores the projective synchronization (PS) of fractional order neural networks (FONNs) with proportional delay in quaternion through non-decomposition method. A controller with proportional delay is designed from the perspective of reducing the times of controller updates and computational costs, and corresponding event-triggered conditions are provided. The criteria for achieving PS of the systems are obtained through techniques such as mean value inequality and Razumikhin’s theorem. On the basis of this derivation, the conditions for systems to achieve PS are explored when two consecutive releases are fixed. In addition, the positive lower bound of the inter-event time is derived, Zeno behavior can be excluded. Finally, the validity of the theoretical results is obtained through simulation. Additionally, the application of the system studied in this paper in image encryption and decryption is presented.
期刊介绍:
Expert Systems With Applications is an international journal dedicated to the exchange of information on expert and intelligent systems used globally in industry, government, and universities. The journal emphasizes original papers covering the design, development, testing, implementation, and management of these systems, offering practical guidelines. It spans various sectors such as finance, engineering, marketing, law, project management, information management, medicine, and more. The journal also welcomes papers on multi-agent systems, knowledge management, neural networks, knowledge discovery, data mining, and other related areas, excluding applications to military/defense systems.