Task Offloading for Post-Disaster Rescue in Unmanned Aerial Vehicles Networks

被引:67
|
作者
Wang, Yuntao [1 ]
Chen, Weiwei [2 ]
Luan, Tom H. [3 ]
Su, Zhou [1 ]
Xu, Qichao [2 ]
Li, Ruidong [4 ]
Chen, Nan [5 ]
机构
[1] Xi An Jiao Tong Univ, Sch Cyber Sci & Engn, Xian 710049, Peoples R China
[2] Shanghai Univ, Sch Mechatron Engn & Automat, Shanghai 200444, Peoples R China
[3] Xidian Univ, Sch Cyber Informat Engn, Xian 710071, Peoples R China
[4] Kanazawa Univ, Inst Sci & Engn, Kanazawa, Ishikawa 9201192, Japan
[5] Tennessee Technol Univ, Dept Elect & Comp Engn, Cookeville, TN 38505 USA
关键词
Task analysis; Autonomous aerial vehicles; Servers; Wireless networks; Delays; Base stations; Computational modeling; Unmanned aerial vehicles (UAVs); computation offloading; post-disaster rescue; matching; RESOURCE-ALLOCATION; OPTIMIZATION; SURVEILLANCE; INTERNET; UAVS;
D O I
10.1109/TNET.2022.3140796
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Natural disasters often cause huge and unpredictable losses to human lives and properties. In such an emergency post-disaster rescue situation, unmanned aerial vehicles (UAVs) are effective tools to enter the damaged areas to perform immediate disaster recovery missions, owing to their flexible mobilities and fast deployment. However, UAVs typically have very limited battery and computational capacities, which makes them harder to perform heavy computation tasks during the complicated disaster recovery process. This paper addresses the issue of the battery and computation resource limitation with a fog computing based UAV system. Specifically, we first introduce the vehicular fog computing (VFC) system in which the unmanned ground vehicles (UGVs) perform the computation tasks offloaded from UAVs. To avoid the transmission competitions yet enable cooperations among UAVs and UGVs, a stable matching algorithm is developed to transform the computation task offloading problem into a two-sided matching problem. An iterative algorithm is then developed which matches each UAV with the most suitable UGV for offloading. Finally, extensive simulations are carried out to demonstrate that the proposed scheme can effectively improve utilities of UAVs and reduce average delay through comparison with conventional schemes.
引用
收藏
页码:1525 / 1539
页数:15
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