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Provenance Collection in Reservoir Management Workflow Environments

机译:水库管理工作流环境中的物源收集

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摘要

There has been a recent push towards applying information technology principles, such as workflows, to bring greater efficiency to reservoir management tasks. These workflows are data intensive in nature, and the data is derived from heterogenous data sources. This has placed an emphasis on the quality and reliability of data that is used in reservoir engineering applications. Data provenance is metadata that pertains to the history of the data and can be used to assess data quality. In this paper, we present an approach for collecting provenance information from application logs in the domain of reservoir engineering. In doing so, we address challenges due to: 1) the lack of a workflow orchestration framework in reservoir engineering and 2) the inability of many reservoir engineering applications to collect provenance information. We present an approach that uses the workflow instances detection algorithm and the Open Provenance Model (OPM) for capturing provenance information from the logs.
机译:最近,人们在努力应用诸如工作流程之类的信息技术原理,以提高储层管理任务的效率。这些工作流本质上是数据密集型的,并且数据来自异构数据源。这着重于油藏工程应用中使用的数据的质量和可靠性。数据来源是与数据历史相关的元数据,可用于评估数据质量。在本文中,我们提出了一种从油藏工程领域的应用日志中收集物源信息的方法。为此,我们解决了以下挑战:1)储层工程中缺少工作流程编排框架,以及2)许多储层工程应用程序无法收集来源信息。我们提出了一种使用工作流实例检测算法和开放源模型(OPM)来从日志中捕获源信息的方法。

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