基于改进列表调度算法的云计算环境下工作流执行计划生成

Xiaoying Wang, Chengshui Niu, Yu-an Zhang, Lei Zhang
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引用次数: 0

摘要

针对科学工作流在云环境下具有较高的处理器利用率和较低的执行成本,提出了一种改进的列表调度算法。该算法结合了列表调度和任务复制的思想。根据任务的优先级,选择合理的父任务进行复制,可以减少任务间的开销。在处理器空闲期间适当地插入任务有助于提高处理器利用率。在此基础上,提出了一种改进的工作流执行计划生成策略,称为EPGILS。实验结果表明,该算法在缩短任务完成时间和提高处理器利用率方面是可行和有效的。
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Workflow Execution Plan Generation in the Cloud Computing Environment Based on an Improved List Scheduling Algorithm
Focusing on the higher ratio of processor utilization and lower execution cost of a scientific workflow in the cloud environment, an improved list scheduling algorithm was proposed in this paper. This algorithm combines the ideas of both list scheduling and task duplication. According to the priority of the tasks, choosing reasonable parent task to replicate can help reduce the overhead between tasks. To properly insert tasks during processor idling time can help to increase the processor utilization. Based on these, we proposed an improved strategy to generate the workflow execution plan, called EPGILS. Experiment results show that the algorithm is feasible and efficient in reducing the task completion time and improving the utilization ratio of the processor.
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