Dataflow Management in the Internet of Things: Sensing, Control, and Security

被引:40
|
作者
Wei, Dawei [1 ,2 ]
Ning, Huansheng [1 ,2 ]
Shi, Feifei [1 ,2 ]
Wan, Yueliang [2 ,3 ]
Xu, Jiabo [4 ]
Yang, Shunkun [5 ]
Zhu, Li [6 ]
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
[2] Beijing Engn Res Ctr Cyberspace Data Anal & Appli, Beijing 100083, Peoples R China
[3] Run Technol Co Ltd, Beijing 100192, Peoples R China
[4] Xinjiang Inst Engn, Sch Informat Engn, Urumqi 830023, Peoples R China
[5] Beihang Univ, Sch Reliabil & Syst Engn, Beijing 100191, Peoples R China
[6] Engn Univ PAP, Northern Cloud Res Team, Xian 710086, Peoples R China
基金
中国国家自然科学基金;
关键词
Internet of Things (IoTs); dataflow; security; privacy; management; BIG DATA; CLOUD STORAGE; ARCHITECTURE; ANALYTICS; STREAM;
D O I
10.26599/TST.2021.9010029
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The pervasiveness of the smart Internet of Things (IoTs) enables many electric sensors and devices to be connected and generates a large amount of dataflow. Compared with traditional big data, the streaming dataflow is faced with representative challenges, such as high speed, strong variability, rough continuity, and demanding timeliness, which pose severe tests of its efficient management. In this paper, we provide an overall review of IoT dataflow management. We first analyze the key challenges faced with IoT dataflow and initially overview the related techniques in dataflow management, spanning dataflow sensing, mining, control, security, privacy protection, etc. Then, we illustrate and compare representative tools or platforms for IoT dataflow management. In addition, promising application scenarios, such as smart cities, smart transportation, and smart manufacturing, are elaborated, which will provide significant guidance for further research. The management of IoT dataflow is also an important area, which merits in-depth discussions and further study.
引用
收藏
页码:918 / 930
页数:13
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