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TitleAn Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems
Creator
Date Issued2020
Source PublicationIEEE Network
ISSN0890-8044
Volume34Issue:3Pages:16-22
Abstract

Cyber-physical systems (CPSs) have become more complex, more sophisticated, and more intelligent. In addition to this complexity, they have also been exposed to some important disturbances due to unintentional and intentional events since the number of cyber attacks has increased, and their behaviors have become more sophisticated. The openness, virtualization, and ubiquitous access traits of the combination of CPS and cloud computing may cause coupling problems. When malicious users or attackers simultaneously request the same physical nodes, it may lead to a failure of services as well as a security threat to the system. In this article, we design a low-coupling system based on the edge computing platform to counter coupling problems. The edge computing platform acts as a middleware platform and provides the scheduling method. Based on the edge computing platform and artificial intelligence technology, we design two buffer queues to reduce the coupling degree of the system in parallel. Moreover, we improve the Kuhn-Munkres algorithm to obtain the maximum matching between users' requests and resources to achieve optimal resource distribution. The experimental results indicate that the proposed edge-based scheme can effectively counter the coupling problem for CPSs. © 1986-2012 IEEE.

KeywordCouplings Edge computing Cloud computing Machine learning Processor scheduling Computer architecture
DOI10.1109/MNET.011.1900251
URLView source
Indexed BySCIE
Language英语English
WOS Research AreaComputer Science ; Engineering ; Telecommunications
WOS SubjectComputer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS IDWOS:000541150100003
SciVal Topic ProminenceT.4790
Citation statistics
Cited Times:53[WOS]   [WOS Record]     [Related Records in WOS]
Document TypeJournal article
Identifierhttp://repository.uic.edu.cn/handle/39GCC9TT/1845
CollectionResearch outside affiliated institution
Affiliation
1.Huaqiao University, China
2.Tianjin Key Laboratory of Advanced Networking, Tianjin University, China
3.Zhejiang Normal University, China
4.Central South University, China
5.University of Macau, Macau
Recommended Citation
GB/T 7714
Wang, Tian,Liang, Yuzhu,Yang, Yiet al. An Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems[J]. IEEE Network, 2020, 34(3): 16-22.
APA Wang, Tian., Liang, Yuzhu., Yang, Yi., Xu, Guangquan., Peng, Hao., .. & Jia, Weijia. (2020). An Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems. IEEE Network, 34(3), 16-22.
MLA Wang, Tian,et al."An Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems". IEEE Network 34.3(2020): 16-22.
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