REPAIRING PROCESS MODELS WITH NON-FREE-CHOICE CONSTRUCTS BASED ON TOKEN REPLAY

被引:0
|
作者
Bai, Erjing [1 ]
Qi, Man [2 ]
Luan, Wenjing [3 ]
Li, Peng [3 ]
Du, Yuyue [3 ]
机构
[1] Qingdao Huanghai Univ, Qingdao 266427, Peoples R China
[2] Canterbury Christ Church Univ, Sch Engn Technol & Design, Canterbury CT1 1QU, England
[3] Shandong Univ Sci & Technol, Coll Comp Sci & Engn, Qingdao 266590, Peoples R China
基金
中国国家自然科学基金;
关键词
Model repair; non -free -choice constructs; logical Petri net; token replay; non-free-choice constructs; process model; event logs; MINING PROCESS MODELS; SOUNDNESS; COMPLEXITY;
D O I
10.31577/cai202241054
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A method of repairing process models with non-free-choice constructs is proposed based on logical Petri nets, aiming at the problem of low precision in the existing repair methods. An extended successor matrix of transitions is determined according to the distance between any two transitions. There are two types of choice-construct transitions. One is a non-free-choice construct transition, and the other is a general choice construct transition. The type of choice-construct transitions can be determined based on the extended successor matrix and the relationship between the front and back sets of transitions. The location of the deviations is calculated by an improved replaying method. Finally, a model can be repaired according to remaining-token places and missing-token places. Based on the experiments on real event logs, the method proposed in this paper has a better performance in fitness, precision, and simplicity compared with its peers.
引用
收藏
页码:1054 / 1077
页数:24
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