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Implementing Conceptual Data Integration in Process Modeling Methodologies for Scientific Applications

机译:在科学应用中实现过程建模方法中的概念数据集成

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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:过程管理是一种广泛应用的方法,用于描述和解决复杂应用方案。还在科学域名(科学工作流程)中出现过程管理。科学域通过苛刻的数据集成任务来表征,其中数据必须集成来自异构来源的数据。关于数据集成的重要性,许多进程建模方法不提供适当的概念范式,用于指定和制定这些任务。相反,数据集成通常被视为动作流程中的正常工作步骤。然而,这使得难以以清洁的概念方式应对这种数据集成。在本文中,我们将演示数据集成任务如何在概念级别的过程建模语言中集成在概念级别中,使用透视过程建模方法和DALTON,这是基于本体的数据运输和语义集成的框架。我们将进一步争辩说,数据集成不仅影响数据,而且是对操作和组织视角等其他构建块的定义具有一定影响的跨领域问题。

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