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异构云系统中成本和能耗联合优化的调度方法

艾明慧 张龙信 谭润提 张艳芬

湖南工业大学学报2024,Vol.38Issue(5):55-61,7.
湖南工业大学学报2024,Vol.38Issue(5):55-61,7.DOI:10.3969/j.issn.1673-9833.2024.05.008

异构云系统中成本和能耗联合优化的调度方法

A Scheduling Method for Joint Optimization of Cost and Energy Consumption in Heterogeneous Cloud System

艾明慧 1张龙信 1谭润提 1张艳芬1

作者信息

  • 1. 湖南工业大学 计算机学院,湖南 株洲 412007
  • 折叠

摘要

Abstract

In view of a joint optimization of cost and energy consumption in heterogeneous cloud systems(HCS),a swarm intelligence optimization algorithm is applied for task scheduling problems,with a reverse solution based white shark optimization algorithm(RS_WSO)to be proposed.As a metaheuristic algorithm,RS_WSO includes population initialization,calculation of reverse solutions,prey tracking and hunting.Experiments are carried out in two scientific workflows,involving epigenome(EP)and Gauss elimination(GE).The results show that RS_WSO algorithm is characterized with clear advantages in terms of cost saving and energy consumption compared with the current advanced meta-heuristic algorithm.

关键词

异构云系统/能耗/成本/元启发式算法/白鲨优化算法

Key words

heterogeneous cloud system/energy consumption/cost/meta-heuristic algorithm/WSO

分类

信息技术与安全科学

引用本文复制引用

艾明慧,张龙信,谭润提,张艳芬..异构云系统中成本和能耗联合优化的调度方法[J].湖南工业大学学报,2024,38(5):55-61,7.

基金项目

国家重点研发计划基金资助专项子课题(2018YFB1003401) (2018YFB1003401)

湖南省自然科学基金资助项目(2023JJ50204,2024JJ7154) (2023JJ50204,2024JJ7154)

湖南省教育厅科研基金资助项目(23B0560) (23B0560)

湖南工业大学学报

1673-9833

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