Towards a Taxonomy of Provenance in Scientific Workflow Management Systems

Sérgio Manuel Serra da Cruz, M. Campos, M. Mattoso
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引用次数: 107

Abstract

Scientific Workflow Management Systems (SWfMS) have been helping scientists to prototype and execute in silico experiments. They can systematically collect provenance information for the derived data products to be later queried. Despite the efforts on building a standard Open Provenance Model (OPM), provenance is tightly coupled to SWfMS. Thus scientific workflow provenance concepts, representation and mechanisms are very heterogeneous, difficult to integrate and dependent on the SWfMS. To help comparing, integrating and analyzing scientific workflow provenance, this paper presents a taxonomy about provenance characteristics. Its classification enables computer scientists to distinguish between different perspectives of provenance and guide to a better understanding of provenance data in general. The analysis of existing approaches will assist us in managing provenance data from distributed heterogeneous workflow executions.
科学工作流管理系统的来源分类研究
科学工作流程管理系统(SWfMS)一直在帮助科学家建立原型并执行计算机实验。他们可以系统地收集来源信息,以供后续查询的衍生数据产品。尽管人们努力构建标准的开放来源模型(OPM),但来源与SWfMS是紧密耦合的。因此,科学的工作流起源概念、表示和机制非常异构,难以集成,并且依赖于SWfMS。为了便于比较、整合和分析科学的工作流物源,本文提出了一种物源特征分类方法。它的分类使计算机科学家能够区分不同的来源观点,并指导更好地理解一般的来源数据。对现有方法的分析将帮助我们管理来自分布式异构工作流执行的来源数据。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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