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Workflow simulation for operational decision support

机译:工作流模拟,为运营决策提供支持

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摘要

Simulation is widely used as a tool for analyzing business processes but is mostly focused on examining abstract steady-state situations. Such analyses are helpful for the initial design of a business process but are less suitable for operational decision making and continuous improvement. Here we describe a simulation system for operational decision support in the context of workflow management. To do this we exploit not only the workflow's design, but also use logged data describing the system's observed historic behavior, and incorporate information extracted about the current state of the workflow. Making use of actual data capturing the current state and historic information allows our simulations to accurately predict potential near-future behaviors for different scenarios. The approach is supported by a practical toolset which combines and extends the workflow management system YAWL and the process mining framework ProM.
机译:仿真被广泛用作分析业务流程的工具,但主要侧重于检查抽象的稳态情况。此类分析有助于业务流程的初始设计,但不适用于运营决策和持续改进。在这里,我们描述了在工作流管理的上下文中用于操作决策支持的仿真系统。为此,我们不仅利用工作流程的设计,还使用描述系统观察到的历史行为的记录数据,并结合提取的有关工作流程当前状态的信息。利用捕获当前状态和历史信息的实际数据,我们的模拟可以准确地预测不同情况下潜在的近期行为。该方法得到实用工具集的支持,该工具集结合并扩展了工作流管理系统YAWL和流程挖掘框架ProM。

著录项

  • 来源
    《Data & Knowledge Engineering》 |2009年第9期|834-850|共17页
  • 作者单位

    Information Systems Croup, Eindhoven University of Technology, P.O. Box 513, NL-5600 MB, Eindhoven, The Netherlands;

    Business Process Management Croup, Queensland University of Technology, GPO Box 2434, Brisbane QLD 4001, Australia;

    Information Systems Croup, Eindhoven University of Technology, P.O. Box 513, NL-5600 MB, Eindhoven, The Netherlands Business Process Management Croup, Queensland University of Technology, GPO Box 2434, Brisbane QLD 4001, Australia;

    Business Process Management Croup, Queensland University of Technology, GPO Box 2434, Brisbane QLD 4001, Australia;

    Business Process Management Croup, Queensland University of Technology, GPO Box 2434, Brisbane QLD 4001, Australia;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    workflow management; process mining; short-term simulation;

    机译:工作流程管理;工艺采矿;短期模拟;

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