Optimizing the Operation Cost for UAV-Aided Mobile Edge Computing

被引:45
|
作者
Zhang, Liang [1 ]
Ansari, Nirwan [1 ]
机构
[1] New Jersey Inst Technol, Dept Elect & Comp Engn, Adv Networking Lab, Newark, NJ 07102 USA
基金
美国国家科学基金会;
关键词
Unmanned aerial vehicles (UAV); mobile edge computing (MEC); Internet of Things (IoT); wireless backhauling; cost minimization; joint resource allocation; computation offloading; 3-D PLACEMENT; BASE STATION; COMPUTATION; ENERGY; CLOUD;
D O I
10.1109/TVT.2021.3076980
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
Mobile edge computing (MEC) is leveraged to reduce the latency for the computation-intensive and latency-critical tasks offloaded from wireless devices and Internet of Things Devices (IoTDs). Unmanned aerial vehicles (UAVs) have attracted much attention from both academia and industry attributed to high mobility, high flexibility, and high maneuverability of UAVs. In this article, a novel UAV-assisted MEC architecture is proposed to provision services to IoTDs, where a UAV provides both communication and computing services or works as a relay node. We then formulate the joint computation offloading, spectrum resource allocation, computation resource allocation, and UAV placement (Joint-CAP) problem in the UAV-MEC network to minimize the operation cost of provisioning IoTDs. Since the Joint-CAP problem is a mixed integer non-linear programming problem and NP-hard, we decompose it into two sub-problems and solve the sub-problems sequentially. Then, we propose a (1 + epsilon)-approximation algorithm, named AA-CAP, to solve the Joint-CAP problem, and the performance of the AA-CAP algorithm is demonstrated to be superior to the baseline algorithms via simulations.
引用
收藏
页码:6085 / 6093
页数:9
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