Joint Offloading and Resource Allocation Based on UAV-Assisted Mobile Edge Computing

计算机科学 移动边缘计算 云计算 边缘计算 GSM演进的增强数据速率 资源配置 继电器 分布式计算 节点(物理) 接头(建筑物) 计算机网络 服务器 操作系统 人工智能 物理 工程类 结构工程 功率(物理) 建筑工程 量子力学
作者
Tiao Tan,Ming Zhao,Zhiwen Zeng
出处
期刊:ACM Transactions on Sensor Networks [Association for Computing Machinery]
卷期号:18 (3): 1-21 被引量:12
标识
DOI:10.1145/3476512
摘要

Due to the birth of various new Internet of Things devices, the rapid increase of users, and the limited coverage of infrastructure, computing resources will inevitably become insufficient. Therefore, we consider an unmanned aerial vehicle (UAV)–assisted mobile edge computing system with multiple users, an edge server, a remote cloud server, and an UAV. A UAV, as a relay node, can provide users with extensive communications and certain computing capabilities. Our proposed scheme aims to optimize the unloading decision of the tasks among all users and the allocation of computing and communication resources to minimize overall energy consumption and costs of computing and maximum delay. To solve the joint optimization problem, we propose an efficient USS algorithm, which includes a UAV position optimization algorithm, semi-qualitative relaxation method, and self-adaptive adjustment method. Our numerical results show that the proposed algorithm can significantly reduce the unloading cost of multi-user tasks compared with four other unloading decisions, such as traditional cloud computing, which uses only the edge server.

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