Fig. 1
Example of a spaghetti-like process model
Fig. 2
Procedure of the acquisition of event logs from AnyLogic
Fig. 3
BPMN process model of the hybrid simulation model
Fig.4
Extended BPMN process model of the hybrid simulation model
Tab. 1
Selected automated process discovery techniques
| Automated process discovery technique | Related studies |
|---|---|
| Structure (sHM6) HeuristicsMiner | Augusto 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) |
Tab. 2
Fitness and precision values for the process model depicted in Fig. 3 – 100 cases
| Algorithm | Fitness | Precision | F-score | Soundness | Struct. |
|---|---|---|---|---|---|
| sHM6 | 1.0000 | 0.0763 | 0.1418 | Sound | 1.0000 |
| SM | 1.0000 | 0.0763 | 0.1418 | Sound | 1.0000 |
| IM | 1.0000 | 0.0763 | 0.1418 | Sound | 1.0000 |
| FO | 0.5918 | 0.0810 | 0.1425 | Sound | 1.0000 |
| A$ | 1.0000 | 0.2269 | 0.3698 | Sound | 1.0000 |
Tab. 3
Fitness and precision values for the process model depicted in Fig. 3 – 8000 cases
| Algorithm | Fitness | Precision | F-score | Soundness | Struct. |
|---|---|---|---|---|---|
| sHM6 | 1.0000 | 0.1002 | 0.1821 | Sound | 1.0000 |
| SM | 1.0000 | 0.1002 | 0.1821 | Sound | 1.0000 |
| IM | 1.0000 | 0.1002 | 0.1821 | Sound | 1.0000 |
| FO | 1.0000 | 0.1002 | 0.1821 | Sound | 1.0000 |
| A$ | 1.0000 | 0.1002 | 0.1821 | Sound | 1.0000 |
Tab. 4
Fitness and precision values for the process model depicted in Fig. 4 – 100 cases
| Algorithm | Fitness | Precision | F-score | Soundness | Struct. |
|---|---|---|---|---|---|
| sHM6 | 0.9488 | 0.0385 | 0.0739 | Sound | 1.0000 |
| SM | - | - | - | - | - |
| IM | 1.0000 | 0.0134 | 0.1775 | Sound | 1.0000 |
| FO | 0.7628 | 0.0130 | 0.0264 | Sound | 1.0000 |
| A$ | - | - | - | - | - |
Tab. 5
Fitness and precision values for the process model depicted at Fig. 4 – 8000 cases
| Algorithm | Fitness | Precision | F-score | Soundness | Struct. |
|---|---|---|---|---|---|
| sHM6 | 1.0000 | 0.1105 | 0.1990 | Sound | 1.0000 |
| SM | - | - | - | - | - |
| IM | 1.0000 | 0.1105 | 0.1990 | Sound | 1.0000 |
| FO | 1.0000 | 0.1105 | 0.1990 | Sound | 1.0000 |
| A$ | - | - | - | - | - |