Joint Task Offloading Scheduling and Resource Allocation in Air–Ground Cooperation UAV-Enabled Mobile Edge Computing

计算机科学 移动边缘计算 调度(生产过程) 最优化问题 数学优化 资源配置 凸优化 分布式计算 服务器 正多边形 计算机网络 算法 数学 几何学
作者
Zhufang Kuang,Yihui Pan,Fan Yang,Yan Zhang
出处
期刊:IEEE Transactions on Vehicular Technology [Institute of Electrical and Electronics Engineers]
卷期号:73 (4): 5796-5807 被引量:3
标识
DOI:10.1109/tvt.2023.3334143
摘要

Unmanned Aerial Vehicles (UAVs) are heavily used in disaster or emergency scenarios. In this paper, we investigate the joint problem of task offloading, task scheduling, transmission power and computing resources allocation, and optimization of UAV deployment location for UAV-enabled Mobile Edge Computing (MEC), considering and highlighting the order of execution and transmission of different tasks. The corresponding optimization problem, which is a non-convex mixed-integer optimization problem, is formulated. In oder to solve this problem, the formulated problem is decomposed into three Sub-Problems (SP), and an iterative method based on Block Coordinate Descent (BCD) is proposed. Given the UAV location and resource allocation, the 1-st SP (SP1) of task offloading scheduling optimization is solved by greedy strategy optimization methods. Given the task offloading decision, task scheduling order, and resource allocation, the 2-nd SP (SP2) of optimizing the deployment location of UAV is solved by Successive Convex Approximation (SCA) optimization methods. Given the task offloading decision, task scheduling order, and UAV location, the 3-rd SP (SP3) of transmission and computing resources allocating is solved by convex optimization methods. Simulation results show that our proposed method can significantly reduce energy consumption compared to the benchmark schemes.
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