A performance optimization model of task scheduling towards green cloud computing

M. Hussin, Nor Azura Husin Noris Mohd. Norowi Raja Azlina Raja Mahmood
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Abstract

Cloud computing becomes a powerful trend in the development of ICT services. It allows dynamic resource scaling from infinite resource pool for supporting Cloud users. Such scenario leads to necessity of larger size of computing infrastructure and increases processing power. Demand on the cloud computing is continually growth that makes it changes to scope of green cloud computing. It aims to reduce energy consumption in Cloud computing while maintaining a better performance. However, there is lack of performance metric that analyzing trade-off between energy consumption and performance. Considering high volume of mixed users’ requirements and diversity of services offered; an appropriate performance model for achieving better balance between Cloud performance and energy consumption is needed. In this work, we focus on green Cloud Computing through scheduling optimization model. Specifically, we investigate a relationship between performance metrics that chosen in scheduling approaches with energy consumption for energy efficiency. Through such relationship, we develop an energy-based performance model that provides a clear picture on parameter selection in scheduling for effective energy management. We believed that better understanding on how to model the scheduling performance will lead to green Cloud computing.
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面向绿色云计算的任务调度性能优化模型
云计算成为ICT业务发展的一个强大趋势。它允许从无限资源池中动态扩展资源,以支持云用户。这种情况导致需要更大规模的计算基础设施并提高处理能力。对云计算的需求不断增长,使其成为绿色云计算的范畴。它旨在降低云计算的能耗,同时保持更好的性能。然而,缺乏分析能耗和性能之间权衡的性能度量。考虑到大量不同用户的需求和所提供服务的多样性;需要一个适当的性能模型来实现云性能和能耗之间的更好平衡。在本工作中,我们主要通过调度优化模型来研究绿色云计算。具体而言,我们研究了在调度方法中选择的性能指标与能源消耗之间的关系。通过这种关系,我们建立了一个基于能量的绩效模型,为有效的能量管理提供了调度参数选择的清晰画面。我们相信,更好地理解如何建模调度性能将导致绿色云计算。
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