Big Data on the Fly: UAV-Mounted Mobile Edge Computing for Disaster Management

被引:65
作者
Xu, Jianwen [1 ]
Ota, Kaoru [1 ]
Dong, Mianxiong [1 ]
机构
[1] Muroran Inst Technol, Dept Sci & Informat, Muroran, Hokkaido 0508585, Japan
来源
IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING | 2020年 / 7卷 / 04期
关键词
Unified modeling language; Disaster management; Atmospheric modeling; Task analysis; Wireless communication; Edge computing; Computational modeling; UAV technology; mobile edge computing; disaster management; markov chain; COMMUNICATION; ALTITUDE; RADIO; 5G;
D O I
10.1109/TNSE.2020.3016569
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
After disasters, network communication is highly susceptible to disruption. In this case, we may need solutions without original architectures to meet the requirements of connectivity and communication. As a research hotspot, existing studies and practices in disaster management are often costly and may have to rely on differentiated strategies to deal with actual situations. In this paper, we choose UAVs as edge node carriers and LoRaWAN (Long Range Wide Area Networking) as a communication method in coping with mobile edge computing (MEC) for disaster management. Here we propose UAV-mounted MEC task management strategies to achieve emergency communication enabled by LoRaWAN. The system model includes two parts, air-to-ground and remote-to-air, in which we choose LoS/NLoS path loss model and log-distance to describe the connections. The experiment results show that our strategy can achieve low-cost, long-range MEC service, which can be quickly deployed in the affected area after disasters. We also choose path loss, SNR (signal-noise ratio), and channel capacity as performance metrics and prove that our solutions can increase the channel capacity while maintaining the same level of path loss and SNR.
引用
收藏
页码:2620 / 2630
页数:11
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