UAV-Assisted Mobile Edge Computing: Optimal Design of UAV Altitude and Task Offloading

被引:1
|
作者
Hui, Min [1 ]
Chen, Jian [1 ]
Yang, Long [1 ]
Lv, Lu [1 ]
Jiang, Hai [2 ]
Al-Dhahir, Naofal [3 ]
机构
[1] Xidian Univ, State Key Lab Integrated Serv Networks, Xian 710071, Peoples R China
[2] Univ Alberta, Dept Elect & Comp Engn, Edmonton, AB T6G 1H9, Canada
[3] Univ Texas Dallas, Dept Elect & Comp Engn, Richardson, TX 75080 USA
基金
中国国家自然科学基金;
关键词
Autonomous aerial vehicles; Task analysis; Servers; Stochastic processes; Probabilistic logic; Fading channels; Computational modeling; Mobile edge computing (MEC); stochastic geometry; unmanned aerial vehicle (UAV); air-ground cooperation; RESOURCE-ALLOCATION; NETWORKS; OPTIMIZATION;
D O I
10.1109/TWC.2024.3403536
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
This paper investigates a mobile edge computing (MEC) network assisted by an unmanned aerial vehicle (UAV), where the moving UAV and a fixed ground base station cooperatively provide MEC services for multiple ground users. To evaluate the quality of service under this architecture, we first derive the successful edge computing probability (SECP) to evaluate the service reliability. Given a target SECP requirement, we formulate a service coverage maximization problem by optimizing the UAV altitude and task offloading probability. The problem is hard to solve due to the coupled UAV altitude and task offloading probability in the derived SECP expression. To address this challenge, we first explore some interesting properties of the formulated problem, and then use these properties to develop a golden-section search based method to solve the formulated optimization problem. Numerical results are used to verify the theoretical analysis of our system and demonstrate the efficiency of the proposed scheme.
引用
收藏
页码:13633 / 13647
页数:15
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