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A DMN-Based Method for Context-Aware Business Process Modeling Towards Process Variability

机译:基于DMN的面向上下文的业务流程建模方法

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Business process modeling traditionally has not paid much attention to the interactive features considering the dynamism of the environment in which a business process is embedded. As context-awareness is accommodated in business process modeling, decisions are still considered within business processes in a traditional way. Moreover, context-aware business process modeling excessively relies on expert knowledge, due to a lack of a methodological way to guide its whole procedure. Lately, BPM (Business Process Management) is moving towards the separation of concerns paradigm by externalizing the decisions from the process flow. Most notably, the introduction of DMN (Decision Model and Notation) standard provides a solution and technique to model decisions and the process separately but consistently integrated. The DMN technique supports the ability to extract and operationalize value from data analytics since the value of data analytics lies in improving decision-making. In this paper, a DMN-based method is proposed for the separate consideration of decisions and business processes, which allows to model context into decisions as context-aware business process models for achieving business process variability. Using this method, the role of analytics in improving some part of the decision making can also be integrated in the context-aware business process modeling, which increases the potential for using big data and analytics to improve decision-making. Moreover, a formal presentation of DMN is extended with the context concept to set the theoretical foundation for the proposed DMN-based method.
机译:传统上,考虑到嵌入业务流程的环境的动态性,业务流程建模并未对交互功能给予太多关注。由于上下文意识已包含在业务流程建模中,因此仍会以传统方式在业务流程中考虑决策。此外,由于缺乏指导其整个过程的方法论方法,上下文感知的业务流程建模过分依赖专家知识。最近,BPM(业务流程管理)通过将决策与流程流外部化,正在朝着关注点范式的分离迈进。最值得注意的是,DMN(决策模型和表示法)标准的引入提供了一种解决方案和技术,可以分别对决策和流程进行建模,但要始终如一地进行集成。 DMN技术支持从数据分析中提取和操作价值的能力,因为数据分析的价值在于改善决策制定。在本文中,提出了一种基于DMN的方法来分别考虑决策和业务流程,该方法允许将上下文建模为决策,作为可感知上下文的业务流程模型,以实现业务流程的可变性。使用此方法,还可以将分析在改善决策的某些部分中的作用集成到上下文感知的业务流程建模中,这增加了使用大数据和分析来改善决策的潜力。此外,DMN的形式化表示法扩展了上下文概念,为所提出的基于DMN的方法奠定了理论基础。

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