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Data Provenance Support in Relational Databases for Stored Procedures

机译:关系数据库中存储过程的数据来源支持

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摘要

The increasing amounts of data produced by automated scientific instruments require scalable data management platforms for storing, transforming and analyzing scientific data. At the same time, it is paramount for scientific applications to keep track of the provenance information for quality control purposes and to be able to re-trace workflow steps. Relational database systems are designed to efficiently manage and analyze large data volumes, and modern extensible database systems can also host complex data transformations as stored procedures. However, the relational model does not naturally support data provenance or lineage tracking. In this paper, we focus on providing data provenance management in relational databases for stored procedures. Our approach, called PSP, leverages the XML capabilities of SQL: 2003 to keep track of the lineage of the data that has been processed by any stored procedure in a relational database as part of a scientific workflow. We show how this approach can be implemented in a state-of-the-art DBMS and discuss how the captured provenance data can be efficiently queried and analyzed.
机译:自动化科学仪器产生的数据量不断增长,需要可扩展的数据管理平台来存储,转换和分析科学数据。同时,对于科学应用而言,出于质量控制目的而跟踪来源信息并能够重新追踪工作流程步骤是至关重​​要的。关系数据库系统旨在有效地管理和分析大数据量,现代可扩展数据库系统也可以将复杂的数据转换作为存储过程进行托管。但是,关系模型自然不支持数据来源或沿袭跟踪。在本文中,我们专注于在关系数据库中为存储过程提供数据源管理。我们的方法称为PSP,它利用SQL:2003的XML功能来跟踪关系数据库中任何存储过程已处理的数据沿袭,这是科学工作流程的一部分。我们将展示如何在最新的DBMS中实现这种方法,并讨论如何有效地查询和分析捕获的出处数据。

著录项

  • 来源
  • 会议地点 Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU);Brisbane(AU)
  • 作者

    Winly Jurnawan; Uwe Roehm;

  • 作者单位

    School of Information Technologies, University of Sydney, Sydney NSW 2006, Australia;

    School of Information Technologies, University of Sydney, Sydney NSW 2006, Australia;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 TP311.13;
  • 关键词

    provenance; stored procedure; relational database;

    机译:出处存储过程;关系型数据库;

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