Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management
Alarm management is an important task to ensure the safety of industrial process technologies. A well-designed alarm system can reduce the workload of operators parallel with the support of the production, which is in line with the approach of Industry 5.0. Using Process Mining tools to explore the...
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| Main Authors: | , , , |
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| Format: | Article |
| Language: | English |
| Published: |
Wiley
2022-01-01
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| Series: | Complexity |
| Online Access: | http://dx.doi.org/10.1155/2022/8670154 |
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| _version_ | 1849409482425106432 |
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| author | László Bántay Gyula Dörgö Ferenc Tandari János Abonyi |
| author_facet | László Bántay Gyula Dörgö Ferenc Tandari János Abonyi |
| author_sort | László Bántay |
| collection | DOAJ |
| description | Alarm management is an important task to ensure the safety of industrial process technologies. A well-designed alarm system can reduce the workload of operators parallel with the support of the production, which is in line with the approach of Industry 5.0. Using Process Mining tools to explore the operator-related event scenarios requires a goal-oriented log file format that contains the start and the end of the alarms along with the triggered operator actions. The key contribution of the work is that a method is presented that transforms the historical event data of control systems into goal-oriented log files used as inputs of process mining algorithms. The applicability of the proposed process mining-based method is presented concerning the analysis of a hydrofluoric acid alkylation plant. The detailed application examples illustrate how the extracted process models can be interpreted and utilized. The results confirm that applying the tools of process mining in alarm management requires a goal-oriented log-file design. |
| format | Article |
| id | doaj-art-7c912ac6a01c4e4dad540cedb0d62e1b |
| institution | Kabale University |
| issn | 1099-0526 |
| language | English |
| publishDate | 2022-01-01 |
| publisher | Wiley |
| record_format | Article |
| series | Complexity |
| spelling | doaj-art-7c912ac6a01c4e4dad540cedb0d62e1b2025-08-20T03:35:28ZengWileyComplexity1099-05262022-01-01202210.1155/2022/8670154Simultaneous Process Mining of Process Events and Operator Actions for Alarm ManagementLászló Bántay0Gyula Dörgö1Ferenc Tandari2János Abonyi3ELKH-PE Complex Systems Monitoring Research GroupELKH-PE Complex Systems Monitoring Research GroupMOL Danube RefineryELKH-PE Complex Systems Monitoring Research GroupAlarm management is an important task to ensure the safety of industrial process technologies. A well-designed alarm system can reduce the workload of operators parallel with the support of the production, which is in line with the approach of Industry 5.0. Using Process Mining tools to explore the operator-related event scenarios requires a goal-oriented log file format that contains the start and the end of the alarms along with the triggered operator actions. The key contribution of the work is that a method is presented that transforms the historical event data of control systems into goal-oriented log files used as inputs of process mining algorithms. The applicability of the proposed process mining-based method is presented concerning the analysis of a hydrofluoric acid alkylation plant. The detailed application examples illustrate how the extracted process models can be interpreted and utilized. The results confirm that applying the tools of process mining in alarm management requires a goal-oriented log-file design.http://dx.doi.org/10.1155/2022/8670154 |
| spellingShingle | László Bántay Gyula Dörgö Ferenc Tandari János Abonyi Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management Complexity |
| title | Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management |
| title_full | Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management |
| title_fullStr | Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management |
| title_full_unstemmed | Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management |
| title_short | Simultaneous Process Mining of Process Events and Operator Actions for Alarm Management |
| title_sort | simultaneous process mining of process events and operator actions for alarm management |
| url | http://dx.doi.org/10.1155/2022/8670154 |
| work_keys_str_mv | AT laszlobantay simultaneousprocessminingofprocesseventsandoperatoractionsforalarmmanagement AT gyuladorgo simultaneousprocessminingofprocesseventsandoperatoractionsforalarmmanagement AT ferenctandari simultaneousprocessminingofprocesseventsandoperatoractionsforalarmmanagement AT janosabonyi simultaneousprocessminingofprocesseventsandoperatoractionsforalarmmanagement |