Dynamic Measurement and Data Calibration for Aerial Mobile IoT

doi:10.1109/JIOT.2020.2977910

	Dynamic Measurement and Data Calibration for Aerial Mobile IoT
	Gu, Jingjing 1,2; Liu, Cheng 1,2; Zhuang, Yi 1,2; Du, Xiaojiang 3; Zhuang, Fuzhen 4,5; Ying, Haochao 6; Zhao, Yanchao 1,2; Guizani, Mohsen 7
	2020-06-01
发表期刊	IEEE INTERNET OF THINGS JOURNAL
ISSN	2327-4662
卷号	7 期号:6 页码:5210-5219
摘要	The Aerial Internet-of-Things (Aerial-IoT) systems, deploying sensors on high-altitude platforms, e.g., drones, parachutes, and aircrafts, are a crucial monitor due to its agile maneuverability and augmentation of observation, collection, and communication. As such, the measurement accuracy and requirements of Aerial-IoT are far beyond the ability of general commercial-off-the-shelf sensors, especially in the high-altitude environment, where environmental factors (air pressure, temperature, humidity, wind movement, etc.) tend to change rapidly and lead to highly deviated readings. In this article, we tackle this challenge. First, we introduce our designed measurement system for Aerial-IoT. Then, to compensate for the low data quality and calibrate the deviation data from sensors, we take into account the inherent correlations and interaction between sensor data and environmental factors, and construct a data calibration model, called data calibration based on the neural network (DC-NN). Finally, to illustrate the effectiveness of our system, we carry out a real-world implementation by deploying sensors on the surface of parachutes in a dynamic airdrop environment. Extensive experiments on temperature-humidity-material-tensile-testing (THMTT) and high-altitude airdrop are conducted to show the significant improvements of our proposed DC-NN model.
关键词	Sensors Atmospheric measurements Calibration Temperature measurement Pollution measurement Internet of Things Correlation Aerial Internet of Things (Aerial-IoT) data calibration dynamic measurement
DOI	10.1109/JIOT.2020.2977910
收录类别	SCI
语种	英语
WOS研究方向	Computer Science ; Engineering ; Telecommunications
WOS类目	Computer Science, Information Systems ; Engineering, Electrical & Electronic ; Telecommunications
WOS记录号	WOS:000543157700041
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
引用统计	被引频次：5[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://119.78.100.204/handle/2XEOYT63/15193
专题	中国科学院计算技术研究所期刊论文_英文
通讯作者	Gu, Jingjing; Zhao, Yanchao
作者单位	1.Nanjing Univ Aeronaut & Astronaut, Coll Comp Sci & Technol, Nanjing 210016, Peoples R China 2.Collaborat Innovat Ctr Novel Software Technol & I, Nanjing 210023, Peoples R China 3.Temple Univ, Dept Comp & Informat Sci, Philadelphia, PA 19122 USA 4.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China 5.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 6.Zhejiang Univ, Sch Publ Hlth, Sch Med, Hangzhou 310027, Peoples R China 7.Qatar Univ, Dept Comp Sci & Engn, Doha, Qatar
推荐引用方式 GB/T 7714	Gu, Jingjing,Liu, Cheng,Zhuang, Yi,et al. Dynamic Measurement and Data Calibration for Aerial Mobile IoT[J]. IEEE INTERNET OF THINGS JOURNAL,2020,7(6):5210-5219.
APA	Gu, Jingjing.,Liu, Cheng.,Zhuang, Yi.,Du, Xiaojiang.,Zhuang, Fuzhen.,...&Guizani, Mohsen.(2020).Dynamic Measurement and Data Calibration for Aerial Mobile IoT.IEEE INTERNET OF THINGS JOURNAL,7(6),5210-5219.
MLA	Gu, Jingjing,et al."Dynamic Measurement and Data Calibration for Aerial Mobile IoT".IEEE INTERNET OF THINGS JOURNAL 7.6(2020):5210-5219.