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2020 | OriginalPaper | Buchkapitel

Using Process Mining Approach for Machining Operations

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Abstract

In the Industry 4.0 world, both service and manufacturing companies should review their systems and processes, remove any application that causes waste, ensure lean flow and change business models if necessary, in order to fulfill the requirements of this trend. Introducing Industry 4.0 on a problematic system or process might harm it enough to cause the company disappear instead of benefiting it. For applications correctly decided to be built upon a correct system, data flow must be accurate and timely. And at this stage, data amount that increases with process mining and complexity of the big data will be solved and more information will be obtained about real production processes and data. In this study, a prototype is developed using the data of a previously studied manufacturing research. This prototype handles only one phase of the manufacturing process and extracts all the initial possible pathways of this phase through process mining.

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Literatur
2.
Zurück zum Zitat Flahiff, J.: Integrating agile in a waterfall world. Project Management Institute Global Congress 2011, Europe, the Middle East and Africa -EMEA, Ireland (2011) Flahiff, J.: Integrating agile in a waterfall world. Project Management Institute Global Congress 2011, Europe, the Middle East and Africa -EMEA, Ireland (2011)
3.
Zurück zum Zitat Barrios, J., Nurcan, S.: Model driven architectures for enterprise information systems. In: International Conference on Advanced Information Systems Engineering CAiSE 2004. Lecture Notes in Computer Science, vol 3084. Springer (2004) Barrios, J., Nurcan, S.: Model driven architectures for enterprise information systems. In: International Conference on Advanced Information Systems Engineering CAiSE 2004. Lecture Notes in Computer Science, vol 3084. Springer (2004)
6.
Zurück zum Zitat HSPI Consulting. Process Mining: A Database of Applications (2017) HSPI Consulting. Process Mining: A Database of Applications (2017)
7.
Zurück zum Zitat van der Aalst, W.M.P.: Decomposing petri nets for process mining –a generic approach. Distrib. Parallel Databases 31(4), 471–507 (2013)CrossRef van der Aalst, W.M.P.: Decomposing petri nets for process mining –a generic approach. Distrib. Parallel Databases 31(4), 471–507 (2013)CrossRef
8.
Zurück zum Zitat Thamizharasan, R., Appavoo, K.: A review on software process mining using petri nets. Asian J. Appl. Sci. 9(3), 131–142 (2016)CrossRef Thamizharasan, R., Appavoo, K.: A review on software process mining using petri nets. Asian J. Appl. Sci. 9(3), 131–142 (2016)CrossRef
9.
Zurück zum Zitat Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from incomplete event logs. In: Ciardo, G., Kindler, E. (eds.) Application and Theory of Petri Nets and Concurrency, PETRI NETS 2014. Lecture Notes in Computer Science, vol. 8489. Springer, Cham (2014) Leemans, S.J.J., Fahland, D., van der Aalst, W.M.P.: Discovering block-structured process models from incomplete event logs. In: Ciardo, G., Kindler, E. (eds.) Application and Theory of Petri Nets and Concurrency, PETRI NETS 2014. Lecture Notes in Computer Science, vol. 8489. Springer, Cham (2014)
10.
Zurück zum Zitat Suriadi, S., Wynn, M.T., Ouyang, C., ter Hofstede, A.H.M., van Dijk, N.: Understanding process behaviours in a large insurance company in Austria: a case study. In: CAiSE 2013. LNCS, vol. 7908, pp. 449–464. Springer (2013) Suriadi, S., Wynn, M.T., Ouyang, C., ter Hofstede, A.H.M., van Dijk, N.: Understanding process behaviours in a large insurance company in Austria: a case study. In: CAiSE 2013. LNCS, vol. 7908, pp. 449–464. Springer (2013)
11.
Zurück zum Zitat Verbeek, H.M.W., van der Aalst, W.M.P., Munoz-Gama. J.: Divide and conquer: a tool framework for supporting decomposed discovery in process mining. Comput. J. 60(11), 1649–1674 (2017) Verbeek, H.M.W., van der Aalst, W.M.P., Munoz-Gama. J.: Divide and conquer: a tool framework for supporting decomposed discovery in process mining. Comput. J. 60(11), 1649–1674 (2017)
12.
Zurück zum Zitat Lu, X., Fahland, D., van den Biggelaar, F.J.H.M., van der Aalst, W.M.P.: Handling duplicated tasks in process discovery by refining event labels. In: International Conference on Business Process Management BPM 2016: Business Process Management, pp. 90–107 (2016) Lu, X., Fahland, D., van den Biggelaar, F.J.H.M., van der Aalst, W.M.P.: Handling duplicated tasks in process discovery by refining event labels. In: International Conference on Business Process Management BPM 2016: Business Process Management, pp. 90–107 (2016)
13.
Zurück zum Zitat Knoll, D., Reinhart, G., Prüglmeier, M.: Enabling value stream mapping for internal logistics using multidimensional process mining. Expert Syst. Appl. 124, 30–142 (2019)CrossRef Knoll, D., Reinhart, G., Prüglmeier, M.: Enabling value stream mapping for internal logistics using multidimensional process mining. Expert Syst. Appl. 124, 30–142 (2019)CrossRef
16.
Zurück zum Zitat Turner, C.J., Tiwari, A., Olaiya, R., Xu, Y.: Business process mining: from theory to practice. Bus. Process. Manag. J. 18(3), 493–512 (2012)CrossRef Turner, C.J., Tiwari, A., Olaiya, R., Xu, Y.: Business process mining: from theory to practice. Bus. Process. Manag. J. 18(3), 493–512 (2012)CrossRef
19.
Zurück zum Zitat van Eck, M.L., Lu, X., Leemans, S.J.J., van der Aalst, W.M.P.: PM2: a process mining project methodology. In: Zdravkovic, J., Kirikova, M., Johannesson, P. (eds.) Advanced Information Systems Engineering, CAiSE 2015, pp. 297–313. Springer, Cham (2015) van Eck, M.L., Lu, X., Leemans, S.J.J., van der Aalst, W.M.P.: PM2: a process mining project methodology. In: Zdravkovic, J., Kirikova, M., Johannesson, P. (eds.) Advanced Information Systems Engineering, CAiSE 2015, pp. 297–313. Springer, Cham (2015)
20.
Zurück zum Zitat van der Heijden, T.H.C.: Process mining project methodology: developing a general approach to apply process mining in practice. Master of Science in Operations Management and Logistics. School of Industrial Engineering, TUE, Eindhoven (2012) van der Heijden, T.H.C.: Process mining project methodology: developing a general approach to apply process mining in practice. Master of Science in Operations Management and Logistics. School of Industrial Engineering, TUE, Eindhoven (2012)
21.
Zurück zum Zitat Durmusoglu, S.: Tam zamanında imalat sisteminin simülasyon ile analizi ve uygulanabilirliğinin etüdü. PhD thesis, İstanbul Technical University, İstanbul, Turkey (1989) Durmusoglu, S.: Tam zamanında imalat sisteminin simülasyon ile analizi ve uygulanabilirliğinin etüdü. PhD thesis, İstanbul Technical University, İstanbul, Turkey (1989)
Metadaten
Titel
Using Process Mining Approach for Machining Operations
verfasst von
Zeynep Altan
Semra Birgün
Copyright-Jahr
2020
DOI
https://doi.org/10.1007/978-3-030-31343-2_40

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