OCEL: A Standard for Object-Centric Event Logs

被引:58
作者
Ghahfarokhi, Anahita Farhang [1 ]
Park, Gyunam [1 ]
Berti, Alessandro [1 ,2 ]
van der Aalst, Wil M. P. [1 ,2 ]
机构
[1] Rhein Westfal TH Aachen, Proc & Data Sci Chair, Aachen, Germany
[2] Fraunhofer Inst Appl Informat Technol, St Augustin, Germany
来源
NEW TRENDS IN DATABASE AND INFORMATION SYSTEMS, ADBIS 2021 | 2021年 / 1450卷
关键词
Object-centric event logs; Object-centric process mining; AUTOMATIC DISCOVERY;
D O I
10.1007/978-3-030-85082-1_16
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The application of process mining techniques to real-life information systems is often challenging. Considering a Purchase to Pay (P2P) process, several case notions such as order and item are involved, interacting with each other. Therefore, creating an event log where events need to relate to a single case (i.e., process instance) leads to convergence (i.e., the duplication of an event related to different cases) and divergence (i.e., the inability to separate events within the same case) problems. To avoid such problems, object-centric event logs have been proposed, where each event can be related to different objects. These can be exploited by a new set of process mining techniques. This paper describes OCEL (Object-Centric Event Log), a generic and scalable format for the storage of object-centric event logs. The implementation of the format can use either JSON or XML, and tool support is provided.
引用
收藏
页码:169 / 175
页数:7
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