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
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ISSN/eISSN | 0890-8044 |
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 |
DOI | 10.1109/MNET.011.1900251 |
URL | 查看来源 |
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. |
条目包含的文件 | 条目无相关文件。 |
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