计算机与数字工程2026，Vol.54Issue(2)：379-384,6.DOI:10.3969/j.issn.1672-9722.2026.02.014
边缘计算中多应用容器调度方法
Multi-application Container Scheduling Method in Edge Computing
摘要
Abstract
Containerization provides a more convenient and faster resource provisioning and management method for cloud and edge computing applications.Resources are limited in the marginal environment,and most of the existing container scheduling algorithms only consider a single application,without considering the resource competition among multiple applications.Therefore,a multi-application container scheduling method for marginal environment is proposed.This method uses long and short term memo-ry network to predict the regional distribution load,uses deep reinforcement learning and environment to continuously interact to ob-tain the optimal number of containers for applications,and solves the resource conflict between applications according to heuristic rules.Experimental results show that the proposed method has lower request violation rate and resource consumption cost than the existing methods.关键词
边缘计算/容器调度/长短期记忆网络/强化学习Key words
edge computing/container scheduling/long short-term memory network/reinforcement learning分类
信息技术与安全科学引用本文复制引用
衡永增,蔡志成,徐建..边缘计算中多应用容器调度方法[J].计算机与数字工程,2026,54(2):379-384,6.基金项目
国家自然科学基金项目(编号:61972202,61602243)资助. （编号:61972202,61602243）
