科研成果详情

题名An Intelligent Edge-Computing-Based Method to Counter Coupling Problems in Cyber-Physical Systems
作者
发表日期2020
发表期刊IEEE Network
ISSN/eISSN0890-8044
卷号34期号:3页码:16-22
摘要

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.

关键词Couplings Edge computing Cloud computing Machine learning Processor scheduling Computer architecture
DOI10.1109/MNET.011.1900251
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收录类别SCIE
语种英语English
WOS研究方向Computer Science ; Engineering ; Telecommunications
WOS类目Computer Science, Hardware & Architecture ; Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号WOS:000541150100003
SciVal 热门主题T.4790
引用统计
文献类型期刊论文
条目标识符https://repository.uic.edu.cn/handle/39GCC9TT/1845
专题个人在本单位外知识产出
作者单位
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
推荐引用方式
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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