论文标题

PMSD:使用系统动力学和过程挖掘的数据驱动模拟

PMSD: Data-Driven Simulation Using System Dynamics and Process Mining

论文作者

Pourbafrani, Mahsa, van der Aalst, Wil M. P.

论文摘要

流程挖掘远远超出了过程发现和一致性检查,还提供了用于瓶颈分析和组织采矿的技术。但是,这些技术主要是向后看的。 PMSD是一种支持前瞻性仿真技术的Web应用程序工具。它将事件数据和过程挖掘结果转换为可以执行和验证的仿真模型。 PMSD包括日志转换,时间窗口选择,关系检测,交互式模型生成,以系统动力学的形式进行模拟和验证模型,即用于汇总模拟的技术。模块的结果在工具中可视化以进行更好的解释

Process mining extends far beyond process discovery and conformance checking, and also provides techniques for bottleneck analysis and organizational mining. However, these techniques are mostly backward-looking. PMSD is a web application tool that supports forward-looking simulation techniques. It transforms the event data and process mining results into a simulation model which can be executed and validated. PMSD includes log transformation, time window selection, relation detection, interactive model generation, simulating and validating the models in the form of system dynamics, i.e., a technique for an aggregated simulation. The results of the modules are visualized in the tool for a better interpretation

扫码加入交流群

加入微信交流群

微信交流群二维码

扫码加入学术交流群,获取更多资源