A UCB1-Based Online Job Dispatcher for Heterogeneous Mobile Edge Computing System

Xiaoliang Wang, Junhua Tang, Mengdi Yu, Gubei Yin, Jianhua Li
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引用次数: 1

Abstract

Mobile edge computing is widely believed to be a key technology in 5G networks. It promises dramatic reduction in latency and mobile energy consumption by offloading computation intensive and latency critical jobs to edge servers for execution. In this paper, we consider the job dispatching problem at the access proxies in a heterogeneous mobile edge computing system. The problem is modeled as a multi-armed bandit problem, and an online job dispatcher algorithm based on UCBI strategy is proposed. The performance of the proposed dispatcher and the edge servers are theoretically modeled and analyzed. Simulation experiments are conducted to evaluate the effectiveness of the proposed algorithm.
基于ucb1的异构移动边缘计算系统在线作业调度器
移动边缘计算被广泛认为是5G网络的关键技术。通过将计算密集型和延迟关键型作业卸载到边缘服务器执行,它有望大幅减少延迟和移动能耗。本文研究了异构移动边缘计算系统中访问代理上的作业调度问题。将该问题建模为多臂强盗问题,提出了一种基于UCBI策略的在线作业调度算法。对所提出的调度器和边缘服务器的性能进行了理论建模和分析。仿真实验验证了该算法的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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