Monitoring Constraints in Business Processes Using Object-Centric Constraint Graphs

Gyunam Park, Wil M.P. van der Aalst
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引用次数: 2

Abstract

Constraint monitoring aims to monitor the violation of constraints in business processes, e.g., an invoice should be cleared within 48 hours after the corresponding goods receipt, by analyzing event data. Existing techniques for constraint monitoring assume that a single case notion exists in a business process, e.g., a patient in a healthcare process, and each event is associated with the case notion. However, in reality, business processes are object-centric, i.e., multiple case notions (objects) exist, and an event may be associated with multiple objects. For instance, an Order-To-Cash (O2C) process involves order, item, delivery, etc., and they interact when executing an event, e.g., packing multiple items together for a delivery. The existing techniques produce misleading insights when applied to such object-centric business processes. In this work, we propose an approach to monitoring constraints in object-centric business processes. To this end, we introduce Object-Centric Constraint Graphs (OCCGs) to represent constraints that consider the interaction of objects. Next, we evaluate the constraints represented by OCCGs by analyzing Object-Centric Event Logs (OCELs) that store the interaction of different objects in events. We have implemented a web application to support the proposed approach and conducted two case studies using a real-life SAP ERP system.
使用以对象为中心的约束图监视业务流程中的约束
约束监控是通过对事件数据的分析,监控业务流程中是否存在违反约束的情况,如发票应在相应货物收到后48小时内清关等。现有的约束监视技术假设业务流程中存在单个案例概念,例如,医疗保健流程中的患者,并且每个事件都与案例概念相关联。然而,在现实中,业务流程是以对象为中心的,也就是说,存在多个案例概念(对象),并且一个事件可能与多个对象相关联。例如,订单到现金(O2C)流程涉及订单、商品、交付等,它们在执行事件时相互作用,例如,将多个商品包装在一起进行交付。当将现有技术应用于这种以对象为中心的业务流程时,会产生误导。在这项工作中,我们提出了一种在以对象为中心的业务流程中监视约束的方法。为此,我们引入了以对象为中心的约束图(occg)来表示考虑对象交互的约束。接下来,我们通过分析在事件中存储不同对象的交互的以对象为中心的事件日志(ocel)来评估occg所表示的约束。我们已经实现了一个web应用程序来支持建议的方法,并使用一个真实的SAP ERP系统进行了两个案例研究。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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