Suppr超能文献

云计算环境中基于能量感知的工作流调度的多目标方法。

Multi-objective approach for energy-aware workflow scheduling in cloud computing environments.

作者信息

Yassa Sonia, Chelouah Rachid, Kadima Hubert, Granado Bertrand

机构信息

L@RIS Laboratory, EISTI, Avenue du Parc, 95011 Cergy-Pontoise, France ; ETIS Laboratory, CNRS UMR8051, University of Cergy-Pontoise, ENSEA, 6 Avenue du Ponceau, 95014 Cergy-Pontoise, France.

出版信息

ScientificWorldJournal. 2013 Nov 4;2013:350934. doi: 10.1155/2013/350934. eCollection 2013.

Abstract

We address the problem of scheduling workflow applications on heterogeneous computing systems like cloud computing infrastructures. In general, the cloud workflow scheduling is a complex optimization problem which requires considering different criteria so as to meet a large number of QoS (Quality of Service) requirements. Traditional research in workflow scheduling mainly focuses on the optimization constrained by time or cost without paying attention to energy consumption. The main contribution of this study is to propose a new approach for multi-objective workflow scheduling in clouds, and present the hybrid PSO algorithm to optimize the scheduling performance. Our method is based on the Dynamic Voltage and Frequency Scaling (DVFS) technique to minimize energy consumption. This technique allows processors to operate in different voltage supply levels by sacrificing clock frequencies. This multiple voltage involves a compromise between the quality of schedules and energy. Simulation results on synthetic and real-world scientific applications highlight the robust performance of the proposed approach.

摘要

我们研究了在诸如云计算基础设施等异构计算系统上调度工作流应用程序的问题。一般来说,云工作流调度是一个复杂的优化问题,需要考虑不同的标准以满足大量的服务质量(QoS)要求。传统的工作流调度研究主要集中在受时间或成本约束的优化上,而没有关注能源消耗。本研究的主要贡献是提出一种新的云环境下多目标工作流调度方法,并提出混合粒子群优化(PSO)算法以优化调度性能。我们的方法基于动态电压频率调节(DVFS)技术来最小化能源消耗。该技术允许处理器通过牺牲时钟频率在不同的供电电压水平下运行。这种多电压方式涉及到调度质量和能源之间的权衡。在合成和实际科学应用上的仿真结果突出了所提方法的稳健性能。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/baa9/3835373/35fc05622f09/TSWJ2013-350934.alg.001.jpg

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验