Delay-sensitive tasks offloading in multi-access edge computing

计算机科学 蚁群优化算法 云计算 任务(项目管理) 边缘计算 GSM演进的增强数据速率 移动边缘计算 边缘设备 计算 分布式计算 人工智能 算法 操作系统 管理 经济
作者
Shudian Song,Shuyue Ma,Lingyu Yang,Jingmei Zhao,Feng Yang,Linbo Zhai
出处
期刊:Expert Systems With Applications [Elsevier BV]
卷期号:198: 116730-116730 被引量:21
标识
DOI:10.1016/j.eswa.2022.116730
摘要

In recent years, edge computing has made up for the shortcomings of cloud computing’s centralized data processing. It migrates computation to edge devices close to users, which reduces the user’s transmission time, calculation time, propagation time, and other times, so it meets the request of delay-sensitive tasks. In this multi-access edge computing system, edge devices are divided into different cooperation spaces. Edge devices in the same cooperation space collaborate with others through sharing resources. Tasks are divided into multiple computations, each of which can be executed on different edge devices. A task offloading problem is formulated to minimize the average delay of all tasks in multi-access edge computing system. An algorithm based on ant colony optimization is proposed in order to find the best solution for task offloading. To make better decisions in the first iteration, the pheromone matrix is initialized considering two factors of base station load and distance between users and base stations. According to the relationship between fitness function and the global optimal value or local optimal value, the values of pheromones are updated dynamically. A large number of experiments show that our algorithm has better performance. • A multi-server, multi-user edge computing system is considered. • Our goal is to minimize the average delay. • For BS selection, we consider the two factors of base station load and distance. • Task Offloading combine Ant Colony Optimization Algorithm is designed.
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