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内蒙古自治区呼和浩特市赛罕区大学西街235号 邮编: 010021
作者机构:School of Computer and Communication EngineeringUniversity of Science and Technology BeijingBeijing 100083China Beijing Engineering Research Center for Cyberspace Data Analysis and ApplicationsBeijing 100083China Run Technologies Co.Ltd.Beijing 100192China School of Information EngineeringXinjiang Institute of EngineeringUrumqi 830023China School of Reliability and Systems EngineeringBeihang UniversityBeijing 100191China Northern Cloud Research TeamEngineering University of PAPXi'an 710086China
出 版 物:《Tsinghua Science and Technology》 (清华大学学报(自然科学版(英文版))
年 卷 期:2021年第26卷第6期
页 面:918-930页
核心收录:
学科分类:1305[艺术学-设计学(可授艺术学、工学学位)] 080904[工学-电磁场与微波技术] 0810[工学-信息与通信工程] 13[艺术学] 0809[工学-电子科学与技术(可授工学、理学学位)] 081104[工学-模式识别与智能系统] 08[工学] 0804[工学-仪器科学与技术] 080402[工学-测试计量技术及仪器] 081001[工学-通信与信息系统] 081101[工学-控制理论与控制工程] 0811[工学-控制科学与工程]
基 金:supported in part by the National Natural Science Foundation of China (No.61872038)
主 题:Internet of Things(IoTs) dataflow security privacy management
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.