科学工作流故障分析的分类方法

M. Lackovic, D. Talia, Rafael Tolosana-Calasanz, J. A. Bañares, O. Rana
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引用次数: 15

摘要

科学工作流通常涉及将任务分配到分布的资源,这些资源可能存在于不同的管理域中。以这种方式使用分布式资源可能会导致故障,而检测、识别并随后纠正这些故障仍然是一个重要的研究挑战。我们为科学工作流引入了一个故障分类法,它可以帮助对故障进行系统的分析,以便在执行时可能出现的潜在故障可以被纠正(从中恢复)。所提出的分类法是由以前的工作[4]推动的,但是特别关注工作流环境(与以前的工作相比,前者主要关注基于网格的资源管理),并通过在Weka4WS中的使用进行了演示。
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A Taxonomy for the Analysis of Scientific Workflow Faults
Scientific workflows generally involve the distribution of tasks to distributed resources, which may exist in different administrative domains. The use of distributed resources in this way may lead to faults, and detecting them, identifying them and subsequently correcting them remains an important research challenge. We introduce a fault taxonomy for scientific workflows that may help in conducting a systematic analysis of faults, so that the potential faults that may arise at execution time can be corrected (recovered from). The presented taxonomy is motivated by previous work [4], but has a particular focus on workflow environments (compared to previous work which focused on Grid-based resource management) and demonstrated through its use in Weka4WS.
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