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Performance of an automated process model discovery – the logistics process of a manufacturing company Cover

Performance of an automated process model discovery – the logistics process of a manufacturing company

Open Access
|Jul 2019

Figures & Tables

Fig. 1

Example of a spaghetti-like process model
Example of a spaghetti-like process model

Fig. 2

Procedure of the acquisition of event logs from AnyLogic
Procedure of the acquisition of event logs from AnyLogic

Fig. 3

BPMN process model of the hybrid simulation model
BPMN process model of the hybrid simulation model

Fig.4

Extended BPMN process model of the hybrid simulation model
Extended BPMN process model of the hybrid simulation model

Fitness and precision values for the process model depicted in Fig_ 4 – 100 cases

AlgorithmFitnessPrecisionF-scoreSoundnessStruct.
sHM60.94880.03850.0739Sound1.0000
SM-----
IM1.00000.01340.1775Sound1.0000
FO0.76280.01300.0264Sound1.0000
A$-----

Fitness and precision values for the process model depicted in Fig_ 3 – 8000 cases

AlgorithmFitnessPrecisionF-scoreSoundnessStruct.
sHM61.00000.10020.1821Sound1.0000
SM1.00000.10020.1821Sound1.0000
IM1.00000.10020.1821Sound1.0000
FO1.00000.10020.1821Sound1.0000
A$1.00000.10020.1821Sound1.0000

Selected automated process discovery techniques

Automated process discovery techniqueRelated studies
Structure (sHM6) HeuristicsMinerAugusto et al. (2018)
Split Miner (SM)Augusto et al. (2017)
Inductive Miner (IM)Leemans et al. (2014)
Fodina (FO)Broucke and Weerdt (2017)
α$Guo et al. (2015)

Fitness and precision values for the process model depicted in Fig_ 3 – 100 cases

AlgorithmFitnessPrecisionF-scoreSoundnessStruct.
sHM61.00000.07630.1418Sound1.0000
SM1.00000.07630.1418Sound1.0000
IM1.00000.07630.1418Sound1.0000
FO0.59180.08100.1425Sound1.0000
A$1.00000.22690.3698Sound1.0000

Fitness and precision values for the process model depicted at Fig_ 4 – 8000 cases

AlgorithmFitnessPrecisionF-scoreSoundnessStruct.
sHM61.00000.11050.1990Sound1.0000
SM-----
IM1.00000.11050.1990Sound1.0000
FO1.00000.11050.1990Sound1.0000
A$-----
DOI: https://doi.org/10.2478/emj-2019-0014 | Journal eISSN: 2543-912X | Journal ISSN: 2543-6597
Language: English
Page range: 106 - 118
Submitted on: Jan 2, 2019
Accepted on: Jun 15, 2019
Published on: Jul 30, 2019
Published by: Bialystok University of Technology
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2019 Michal Halaška, Roman Šperka, published by Bialystok University of Technology
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.