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Availability based Scoring Model for Resource Grouping in Desktop Grid Computing

机译:用于桌面网格计算中资源分组的基于可用性的评分模型

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摘要

Many scientific projects such as SETI@home are leveraging on enormous numbers of distributed internet-based idle desktop computers to execute their jobs in a Desktop Grid (DG) computing environment. These idle desktop computers (volunteers) are volatile, i.e., they are free to join and leave the DG systems. Besides, the volunteers might also have different resources which are heterogeneous in characteristics and capabilities. Due to the above facts, volunteers in a DG system have different levels of reliability and availability which makes scheduling of jobs more challenging. Thus, this paper presents a grouping method which assigns these heterogeneous volatile volunteers into different levels of reliability groups, according to their availability score. In order to derive the availability score model for the grouping purposes, this study uses statistical analysis of real trace data which are taken from SETI@home project. By having the proper grouping, better assignment of jobs can be achieved in a DG system. Simulation runs of the approach shows that it is feasible to volunteers are able to be grouped using the scoring model.
机译:SETI @ home等许多科学项目正在利用大量基于Internet的分布式空闲台式计算机在Desktop Grid(DG)计算环境中执行其工作。这些闲置的台式计算机(志愿者)是易变的,即它们可以自由加入和离开DG系统。此外,志愿者还可能拥有不同的资源,这些资源的特征和能力各不相同。由于上述事实,DG系统中的志愿者具有不同级别的可靠性和可用性,这使工作安排更具挑战性。因此,本文提出了一种分组方法,根据他们的可用性得分,将这些异构的挥发性志愿者分配到不同级别的可靠性组中。为了得出用于分组目的的可用性评分模型,本研究使用了来自SETI @ home项目的真实跟踪数据的统计分析。通过进行适当的分组,可以在DG系统中更好地分配作业。该方法的模拟运行表明,使用评分模型对志愿者进行分组是可行的。

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