5G-Enabled UAV-to-Community Offloading: Joint Trajectory Design and Task Scheduling

被引:114
作者
Ning, Zhaolong [1 ]
Dong, Peiran [2 ,3 ]
Wen, Miaowen [4 ]
Wang, Xiaojie [1 ]
Guo, Lei [1 ]
Kwok, Ricky Y. K. [5 ]
Poor, H. Vincent [6 ]
机构
[1] Chongqing Univ Posts & Telecommun, Sch Commun & Informat Engn, Chongqing 400065, Peoples R China
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Peoples R China
[3] Dalian Univ Technol, Sch Software, Dalian 116620, Peoples R China
[4] South China Univ Technol, Sch Elect & Informat Engn, Guangzhou 510641, Peoples R China
[5] Open Univ Hong Kong, Sch Sci & Technol, Hong Kong, Peoples R China
[6] Princeton Univ, Dept Elect & Comp Engn, Princeton, NJ 08544 USA
基金
美国国家科学基金会;
关键词
Trajectory; Monitoring; Heuristic algorithms; Throughput; Edge computing; COVID-19; Approximation algorithms; Dynamic scheduling; Unmanned aerial vehicles; Task analysis; UAV; mobile edge computing; trajectory design; task scheduling; 5G communications; DYNAMIC SERVICE PLACEMENT; VEHICULAR NETWORKS; EDGE; COMMUNICATION;
D O I
10.1109/JSAC.2021.3088663
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Due to line-of-sight communication links and distributed deployment, Unmanned Aerial Vehicles (UAVs) have attracted substantial interest in agile Mobile Edge Computing (MEC) service provision. In this paper, by clustering multiple users into independent communities based on their geographic locations, we design a 5G-enabled UAV-to-community offloading system. A system throughput maximization problem is formulated, subjected to the transmission rate, atomicity of tasks and speed of UAVs. By relaxing the transmission rate constraint, the mixed integer non-linear program is transformed into two subproblems. We first develop an average throughput maximization-based auction algorithm to determine the trajectory of UAVs, where a community-based latency approximation algorithm is developed to regulate the designed auction bidding. Then, a dynamic task admission algorithm is proposed to solve the task scheduling subproblem within one community. Performance analyses demonstrate that our designed auction bidding can guarantee user truthfulness, and can be fulfilled in polynomial time. Extensive simulations based on real-world data in health monitoring and online YouTube video services show that our proposed algorithm is able to maximize the system throughput while guaranteeing the fraction of served users.
引用
收藏
页码:3306 / 3320
页数:15
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