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异构计算系统中能量感知利润最大化在线算法

张庆辉 李伟东 张学杰

郑州大学学报(理学版)2024,Vol.56Issue(1):47-52,6.
郑州大学学报(理学版)2024,Vol.56Issue(1):47-52,6.DOI:10.13705/j.issn.1671-6841.2022250

异构计算系统中能量感知利润最大化在线算法

An Online Algorithm for Energy-aware Profit Maximizing Problem in Heterogeneous Computing System

张庆辉 1李伟东 2张学杰1

作者信息

  • 1. 云南大学 信息学院 云南 昆明 650500
  • 2. 云南大学 数学与统计学院 云南 昆明 650500
  • 折叠

摘要

Abstract

Task scheduling in heterogeneous computing systems only targeted at energy consumption opti-mization,which could ignore the negative impact of maximum completion time.In addition,the large number of machines and tasks could incur a significant time cost for scheduling decisions.A energy-aware profit maximizing problem considering bag-of-tasks with the goal of maximizing the profit per unit time for managers of heterogeneous computing systems was built,and an efficient online algorithm was de-signed.For each user,the online algorithm could construct multiple sets of system of linear equations based on the system's current state,and solve the most profitable solution which was the allocation strate-gy for the tasks submitted by the current user.The running time of the algorithm was O(nm4).The pro-posed algorithm was compared with the other two common algorithms.The proposed online algorithm could obtain a quasi-optimal scheduling scheme in polynomial time.

关键词

异构计算系统/作业调度/能量感知/负载均衡/任务包

Key words

heterogeneous computing system/task scheduling/energy-aware/load balancing/bag-of-tasks

分类

信息技术与安全科学

引用本文复制引用

张庆辉,李伟东,张学杰..异构计算系统中能量感知利润最大化在线算法[J].郑州大学学报(理学版),2024,56(1):47-52,6.

基金项目

国家自然科学基金项目(12071417,61762091,62062065) (12071417,61762091,62062065)

云南大学第十三届研究生科研创新项目(2021Z079). (2021Z079)

郑州大学学报(理学版)

OA北大核心CSTPCD

1671-6841

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