UAV-Assisted Multi-Access Edge Computing With Altitude-Dependent Computing Power

被引:4
|
作者
Deng, Yiqin [1 ,2 ]
Zhang, Haixia [1 ,2 ]
Chen, Xianhao [3 ]
Fang, Yuguang [4 ]
机构
[1] Shandong Univ, Shandong Key Lab Wireless Commun Technol, Jinan 250061, Shandong, Peoples R China
[2] Shandong Univ, Sch Control Sci & Engn, Jinan 250061, Shandong, Peoples R China
[3] Univ Hong Kong, Dept Elect & Elect Engn, Hong Kong, Peoples R China
[4] City Univ Hong Kong, Dept Comp Sci, Hong Kong, Peoples R China
基金
中国国家自然科学基金;
关键词
Autonomous aerial vehicles; Task analysis; Computational modeling; Wireless communication; Relays; Queueing analysis; Throughput; Unmanned aerial vehicle (UAV); multi-access edge computing (MEC); altitude deployment; stochastic geometric; queueing theory; RESOURCE-ALLOCATION; OPTIMIZATION; INEQUALITIES; NETWORKS;
D O I
10.1109/TWC.2024.3362375
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
In unmanned aerial vehicle (UAV)-assisted multi-access edge computing (MEC) systems, where UAVs act as aerial relays to forward tasks from ground users (GUs) to remote edge servers (ESs) for processing, a crucial observation is that the computing power in the system depends on the computing capabilities at a single ES and the number of ESs covered by the UAV. The latter is essentially influenced by the UAV altitude, ES density, transmit power of the UAV, channel condition, etc. In this paper, we model a UAV-assisted MEC system featuring adjustable UAV altitude, random GU distribution, and random ES distribution. We adopt the signal-to-noise ratio-based coverage probability and derive a computing model to characterize communication-aware altitude-dependent computing power. Upon this, we model the sequential task-processing process, including task uploading, forwarding, and computing, as a three-stage tandem queue(M/D/1 -> D/1 -> D/1). Employing queueing theory, we derive analytical results for the end-to-end (e2e) service latency. Besides, we address the optimization problem of maximizing the number of completed tasks within the e2e latency constraint, referred to as task service throughput. Simulation and analytical results show that optimal UAV altitudes, yielding the maximum task computing throughput, can be obtained under given network parameters.
引用
收藏
页码:9404 / 9418
页数:15
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