A Semantic Framework Supporting Business Process Variability Using Event Logs

Karn Yongsiriwit, M. Sellami, Walid Gaaloul
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引用次数: 2

Abstract

Large organizations often have multiple branches situated in different locations, each branch may collaborate and learn from other branches' experience. Their Business processes (BPs) share often similar business goals and are slightly different. These branches are eager to develop new process variants to satisfy new requirements. Process execution logs, so called process event logs, can be used to analyze requirement changing situations and efficiently develop BP variants. However, these logs often have heterogeneous data-sources which prevent an easy and dynamic interoperability between different branches. In this paper, we propose a semantic framework tackling this heterogeneity issue. This framework promotes the creation of a semantic knowledge base from process event logs. Using this knowledge base, we offer BP designers the means to discover suitable BP fragments to assist process variant modeling. We performed experiments on a large public dataset and experimental results show that our approach is feasible and accurate in realistic situations.
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使用事件日志支持业务流程可变性的语义框架
大型组织通常在不同的地点拥有多个分支机构,每个分支机构都可以合作并学习其他分支机构的经验。它们的业务流程(bp)通常共享相似的业务目标,但略有不同。这些分支渴望开发新的流程变体来满足新的需求。过程执行日志,也称为过程事件日志,可用于分析需求变化情况并有效地开发BP变体。然而,这些日志通常具有异构数据源,这阻碍了不同分支之间的简单和动态互操作性。在本文中,我们提出了一个语义框架来解决这种异构性问题。该框架促进从流程事件日志创建语义知识库。利用这个知识库,我们为BP设计人员提供了发现合适的BP片段以辅助过程变体建模的方法。我们在一个大型的公共数据集上进行了实验,实验结果表明我们的方法在现实情况下是可行和准确的。
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