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Taxonomy of dynamic task scheduling schemes in distributed computing systems

机译:分布式计算系统中动态任务调度方案的分类

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System state estimation and decision making are the two major components of dynamic task scheduling in a distributed computing system. Combinations of solutions to each individual component constitute solutions to the dynamic task scheduling problem. It is important to consider a solution to the state estimation problem separate from a solution to the decision making problem to understand the similarities and differences between different solutions to dynamic task scheduling. Also, a solution to the state estimation problem has a significant impact on the scalability of a task scheduling solution in large scale distributed systems. The author presents a taxonomy of dynamic task scheduling schemes that is synthesised by treating state estimation and decision making as orthogonal problems. Solutions to estimation and decision making are analysed in detail and the resulting solution space of dynamic task scheduling is clearly shown. The proposed taxonomy is regular, easily understood, compact, and its wide applicability is demonstrated by means of examples that encompass solutions proposed in the literature. The taxonomy illustrates possible solutions that have not been evaluated and those solutions that may have potential in future research.
机译:系统状态估计和决策是分布式计算系统中动态任务调度的两个主要组成部分。每个单独组件的解决方案组合构成了动态任务调度问题的解决方案。重要的是,应将状态估计问题的解决方案与决策问题的解决方案分开考虑,以了解动态任务调度的不同解决方案之间的异同。而且,状态估计问题的解决方案对大规模分布式系统中的任务调度解决方案的可伸缩性具有重大影响。作者提出了一种动态任务调度方案的分类法,该方案通过将状态估计和决策视为正交问题来综合。详细分析了估计和决策的解决方案,并清楚地显示了动态任务调度的解决方案空间。所提出的分类法是规则的,易于理解的,紧凑的,并且其通过包含文献中提出的解决方案的示例来证明其广泛的适用性。该分类法说明了尚未评估的可能解决方案,以及可能在未来研究中具有潜力的解决方案。

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