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Implementing Conceptual Data Integration in Process Modeling Methodologies for Scientific Applications

机译:在科学应用的过程建模方法中实现概念数据集成

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Process management is a widely applied methodology for describing and solving complex application scenarios. Also process management is emerging in scientific domains (Scientific Workflows). Scientific domains are characterized by demanding data integration tasks where data have to be integrated stemming from heterogeneous sources. With respect to the importance of data integration many process modeling methodologies do not provide appropriate conceptual paradigms for specifying and enacting these kinds of tasks. Instead data integration is often treated as a normal work step within the flow of actions. However, this makes it difficult to cope with this data integration in a clean conceptual way. In this paper we will thus demonstrate how data integration tasks can be integrated in a process modeling language on a conceptual level using the Perspective Oriented Process Modeling approach and DaltOn, a framework for data transportation and semantic integration based on ontologies. We will further argue that data integration does not only affect data but instead is a more cross-cutting concern that has a certain impact on the definition of other building blocks of processes such as the operational and organizational perspective.
机译:流程管理是一种广泛应用的方法,用于描述和解决复杂的应用场景。在科学领域(科学工作流)中也出现了过程管理。科学领域的特征是要求苛刻的数据集成任务,其中必须集成来自异构源的数据。关于数据集成的重要性,许多过程建模方法没有提供用于指定和执行此类任务的适当概念范式。相反,数据集成通常被视为操作流程中的正常工作步骤。但是,这使得很难以一种干净的概念方式来应对这种数据集成。因此,在本文中,我们将演示如何使用面向透视图的流程建模方法和DaltOn(基于本体的数据传输和语义集成框架)在概念级别上将数据集成任务集成到流程建模语言中。我们将进一步论证,数据集成不仅会影响数据,而且会涉及到更多的跨领域问题,这对其他流程构建块的定义(例如运营和组织角度)会产生一定的影响。

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