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Conformance Checking of a Longwall Shearer Operation Based on Low-Level Events

Author

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  • Marcin Szpyrka

    (Department of Applied Computer Science, Faculty of Electrical Engineering, Automatics, Computer Science and Biomedical Engineering, AGH University of Science and Technology, 30-059 Krakow, Poland)

  • Edyta Brzychczy

    (Department of Economics and Management in Industry, Faculty of Mining and Geoengineering, AGH University of Science and Technology, 30-059 Krakow, Poland)

  • Aneta Napieraj

    (Department of Economics and Management in Industry, Faculty of Mining and Geoengineering, AGH University of Science and Technology, 30-059 Krakow, Poland)

  • Jacek Korski

    (Famur S.A., 40-698 Katowice, Poland)

  • Grzegorz J. Nalepa

    (Department of Applied Computer Science, Faculty of Electrical Engineering, Automatics, Computer Science and Biomedical Engineering, AGH University of Science and Technology, 30-059 Krakow, Poland
    Jagiellonian Human-Centered Artificial Intelligence Laboratory (JAHCAI) and Institute of Applied Computer Science, Jagiellonian University, 30-348 Krakow, Poland)

Abstract

Conformance checking is a process mining technique that compares a process model with an event log of the same process to check whether the current execution stored in the log conforms to the model and vice versa. This paper deals with the conformance checking of a longwall shearer process. The approach uses place-transition Petri nets with inhibitor arcs for modeling purposes. We use event log files collected from a few coal mines located in Poland by Famur S.A., one of the global suppliers of coal mining machines. One of the main advantages of the approach is the possibility for both offline and online analysis of the log data. The paper presents a detailed description of the longwall process, an original formal model we developed, selected elements of the approach’s implementation and the results of experiments.

Suggested Citation

  • Marcin Szpyrka & Edyta Brzychczy & Aneta Napieraj & Jacek Korski & Grzegorz J. Nalepa, 2020. "Conformance Checking of a Longwall Shearer Operation Based on Low-Level Events," Energies, MDPI, vol. 13(24), pages 1-18, December.
  • Handle: RePEc:gam:jeners:v:13:y:2020:i:24:p:6630-:d:462687
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    References listed on IDEAS

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    1. Atanu Sengupta & Sanjoy De, 2020. "Review of Literature," India Studies in Business and Economics, in: Assessing Performance of Banks in India Fifty Years After Nationalization, chapter 0, pages 15-30, Springer.
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    1. Nicolas Velasquez & Angelina Anani & Jorge Munoz-Gama & Rodrigo Pascual, 2023. "Towards the Application of Process Mining in the Mining Industry—An LHD Maintenance Process Optimization Case Study," Sustainability, MDPI, vol. 15(10), pages 1-18, May.

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