首页> 外文会议>International conference on business process modeling, development and support >Improving Business Process Models with Agent-Based Simulation and Process Mining
【24h】

Improving Business Process Models with Agent-Based Simulation and Process Mining

机译:提高基于代理的模拟和过程挖掘业务流程模型

获取原文

摘要

Business processes are usually modeled at a high level of abstraction, while the analysis of their run-time behavior through process mining techniques is based on low-level events recorded in an event log. In this scenario, it is difficult to discover the relationship between the process model and the run-time behavior, and to check whether the model is actually a good representation for that behavior. In this work, we introduce an approach that is able to capture such relationship in a hierarchical model. In addition, through a combination of process mining and agent-based simulation, the approach supports the improvement of the process model so that it becomes a better representation for the behavior of agents in the process. For this purpose, the model is evaluated based on a set of metrics. We illustrate the approach in an application scenario involving a purchase process.
机译:业务流程通常以高级别的抽象建模,而通过过程挖掘技术对其运行时行为的分析是基于在事件日志中记录的低级事件。在这种情况下,很难发现过程模型和运行时行为之间的关系,并检查模型是否实际上是该行为的良好表示。在这项工作中,我们介绍了一种能够在层次模型中捕获这种关系的方法。另外,通过处理挖掘和基于代理的模拟的组合,该方法支持改进过程模型,使得在该过程中成为代理行为成为更好的表示。为此目的,基于一组指标来评估模型。我们说明了涉及购买过程的应用方案中的方法。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号