Repairing process models with non-free-choice constructs based on token replay

Journal article

Bai, E., Qi, M., Luan, W., Li, P. and Du, Y. 2022. Repairing process models with non-free-choice constructs based on token replay. Computing and Informatics. 41 (4), pp. 1054-1077. https://doi.org/10.31577/cai_2022_4_1054
AuthorsBai, E., Qi, M., Luan, W., Li, P. and Du, Y.
Abstract

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.

KeywordsModel repair; Non-free-choice constructs; Logical Petri net; Token replay; Process model; Event logs
Year2022
JournalComputing and Informatics
Journal citation41 (4), pp. 1054-1077
PublisherSlovak Academy of Sciences
ISSN2585-8807
Digital Object Identifier (DOI)https://doi.org/10.31577/cai_2022_4_1054
Official URLhttps://www.cai.sk/ojs/index.php/cai/article/view/2022_4_1054
Publication dates
Online09 Nov 2022
Publication process dates
Deposited16 Nov 2022
Output statusPublished
References

Chan-Yun Yang, Hooman Samani, Nana Ji, Chunxu Li, Ding-Bang Chen, Man Qi, Deep Learning Based Real-Time Facial Mask Detection and Crowd Monitoring , COMPUTING AND INFORMATICS: Vol. 40 No. 6 (2021): Computing and Informatics
Erjing Bai, Na Su, Yu Liang, Liang Qi, Yuyue Du, Method for Repairing Process Models with Selection Structures Based on Token Replay , COMPUTING AND INFORMATICS: Vol. 40 No. 2 (2021): Computing and Informatics
Yuanxiu Teng, Liang Qi, Yuyue Du, A Logic Petri Net-Based Repair Method of Process Models with Incomplete Choice and Concurrent Structures , COMPUTING AND INFORMATICS: Vol. 39 No. 1-2 (2020): Computing and Informatics
Chun Yan, Lu Liu, Wei Liu, Man Qi, A Novel Data Analytic Model for Mining User Insurance Demands from Microblogs , COMPUTING AND INFORMATICS: Vol. 41 No. 3 (2022): Computing and Informatics
Qin Zhao, Yuan He, Changjun Jiang, Pengwei Wang, Man Qi, Maozhen Li, Integration of Link and Semantic Relations for Information Recommendation , COMPUTING AND INFORMATICS: Vol. 35 No. 1 (2016): Computing and Informatics
Yang Liu, Maozhen Li, Mukhtaj Khan, Man Qi, A MapReduce Based Distributed LSI for Scalable Information Retrieval , COMPUTING AND INFORMATICS: Vol. 33 No. 2 (2014): Computing and Informatics
Babak Rahi, Man Qi, Novel Architecture for Human Re-Identification with a Two-Stream Neural Network and Attention Mechanism , COMPUTING AND INFORMATICS: Vol. 41 No. 4 (2022): Computing and Informatics
Xindong Wang, Wei Liu, Zhaochuang Ou, Chun Yan, Man Qi, Wenli Jia, Research on UBI Auto Insurance Pricing Model Based on Parameter Adaptive SAPSO Optimal Fuzzy Controller , COMPUTING AND INFORMATICS: Vol. 41 No. 4 (2022): Computing and Informatics

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