Efficient Deviation Detection Between a Process Model and Event Logs

被引:16
作者
Wang, Lu [1 ]
Du, Yuyue [2 ]
Qi, Liang [1 ]
机构
[1] Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao 266590, Shandong, Peoples R China
[2] Shandong Univ Sci & Technol, Shandong Prov Key Lab Wisdom Mine Informat Techno, Qingdao 266590, Shandong, Peoples R China
基金
中国国家自然科学基金;
关键词
Detect deviations; event log; model repair; Petri net; process model; PETRI NETS; CONFORMANCE CHECKING; REQUIREMENTS; COMPLEXITY; FRAMEWORK; BEHAVIOR;
D O I
10.1109/JAS.2019.1911750
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Business processes described by formal or semi-formal models are realized via information systems. Event logs generated from these systems are probably not consistent with the existing models due to insufficient design of the information system or the system upgrade. By comparing an existing process model with event logs, we can detect inconsistencies called deviations, verify and extend the business process model, and accordingly improve the business process. In this paper, some abnormal activities in business processes are formally defined based on Petrinets. An efficient approach to detect deviations between the process model and event logs is proposed. Then, business process models are revised when abnormal activities exist. A clinical process in a healthcare information system is used as a case study to illustrate our work. Experimental results show the effectiveness and efficiency of the proposed approach.
引用
收藏
页码:1352 / 1364
页数:13
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