Dynamic Measurement and Data Calibration for Aerial Mobile IoT
文献类型：期刊论文
| 作者 | Gu, Jingjing1,2; Liu, Cheng1,2; Zhuang, Yi1,2; Du, Xiaojiang3; Zhuang, Fuzhen4,5; Ying, Haochao6; Zhao, Yanchao1,2; Guizani, Mohsen7 |
| 刊名 | IEEE INTERNET OF THINGS JOURNAL
 |
| 出版日期 | 2020-06-01 |
| 卷号 | 7期号:6页码:5210-5219 |
| 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 |
| ISSN号 | 2327-4662 |
| DOI | 10.1109/JIOT.2020.2977910 |
| 英文摘要 | 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. |
| WOS研究方向 | Computer Science ; Engineering ; Telecommunications |
| 语种 | 英语 |
| WOS记录号 | WOS:000543157700041 |
| 出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
| 源URL | [http://119.78.100.204/handle/2XEOYT63/15192]  |
| 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. |
入库方式： OAI收割
来源：计算技术研究所
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