UAV Aided Aerial-Ground IoT for Air Quality Sensing in Smart City: Architecture, Technologies and Implementation

被引:77
作者
Hu, Zhiwen [1 ]
Bai, Zixuan [1 ]
Yang, Yuzhe [1 ]
Zheng, Zijie [1 ]
Bian, Kaigui [1 ]
Song, Lingyang [1 ]
机构
[1] Peking Univ, Sch Elect Engn & Comp Sci, Beijing, Peoples R China
来源
IEEE NETWORK | 2019年 / 33卷 / 02期
关键词
INDEX;
D O I
10.1109/MNET.2019.1800214
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
As air pollution is becoming the largest environmental health risk, the monitoring of air quality has drawn much attention in both theoretical studies and practical implementations. In this article, we present a real-time, fine-grained, and power-efficient air quality monitor system based on aerial and ground sensing. The architecture of this system consists of the sensing layer to collect data, the transmission layer to enable bidirectional communications, the processing layer to analyze and process the data, and the presentation layer to provide a graphic interface for users. Three major techniques are investigated in our implementation for data processing, deployment strategy, and power control. For data processing, spatial fitting and short-term prediction are performed to eliminate the influences of incomplete measurement and the latency of data uploading. The deployment strategies of ground sensing and aerial sensing are investigated to improve the quality of the collected data. Power control is further considered to balance between power consumption and data accuracy. Our implementation has been deployed in Peking University and Xidian University since February 2018, and has collected almost 100,000 effective values thus far.
引用
收藏
页码:14 / 22
页数:9
相关论文
共 15 条
[1]  
[Anonymous], P ACM MOBIHOC
[2]  
[Anonymous], P INT C UB ROB AMB I
[3]  
[Anonymous], IEEE INT C COMP COMM
[4]  
[Anonymous], P IEEE ACM 19 INT S
[5]  
[Anonymous], 2018, IEEE ICC
[6]  
[Anonymous], P IEEE INT C COMP CO
[7]   How urban structure can affect city sustainability from an air quality perspective [J].
Borrego, C ;
Martins, H ;
Tchepel, O ;
Salmim, L ;
Monteiro, A ;
Miranda, AT .
ENVIRONMENTAL MODELLING & SOFTWARE, 2006, 21 (04) :461-467
[8]   Air Pollution and Mortality in the Medicare Population [J].
Di, Qian ;
Wang, Yan ;
Zanobetti, Antonella ;
Wang, Yun ;
Koutrakis, Petros ;
Choirat, Christine ;
Dominici, Francesca ;
Schwartz, Joel D. .
NEW ENGLAND JOURNAL OF MEDICINE, 2017, 376 (26) :2513-2522
[9]  
Hu Y., 2016, PROC IEEE INT C COMP, P1
[10]   Development of an aggregate Air Quality Index for an urban Mediterranean agglomeration: Relation to potential health effects [J].
Kyrkilis, George ;
Chaloulakou, Arhontoula ;
Kassomenos, Pavlos A. .
ENVIRONMENT INTERNATIONAL, 2007, 33 (05) :670-676