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Production Planning & Control
The Management of Operations
Volume 34, 2023 - Issue 14
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Research Articles

A methodology to boost data-driven decision-making process for a modern maintenance practice

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Pages 1333-1349 | Received 08 Oct 2020, Accepted 22 Nov 2021, Published online: 08 Dec 2021

References

  • Aguilar-Savén, Ruth Sara. 2004. “Business Process Modelling: Review and Framework.” International Journal of Production Economics 90 (2): 129–149. doi:10.1016/S0925-5273(03)00102-6.
  • Amadi-Echendu, J. E., and K. Brown. 2010. Definitions, Concepts and Scope of Engineering Asset Management, Edited by Roger Willett and Joseph Mathew. Springer. doi:10.1007/978-1-84996-178-3.
  • Amadi-Echendu, J. E., R. Willett, K. Brown, T. Hope, J. Lee, J. Mathew, N. Vyas, and B.-S. Yang. 2010. “What is Engineering Asset Management?” Engineering Asset Management Review 1: 3–16. doi:10.1007/978-1-84996-178-3_1.
  • Ballou, Donald P., and Harold L. Pazer. 1985. “Modeling Data and Process Quality in Multi-Input, Multi-Output Information Systems.” Management Science 31 (2): 150–162. doi:10.1287/mnsc.31.2.150.
  • Bokrantz, Jon, Anders Skoogh, Cecilia Berlin, and Johan Stahre. 2017. “Maintenance in Digitalised Manufacturing: Delphi-Based Scenarios for 2030.” International Journal of Production Economics 191: 154–169. doi:10.1016/j.ijpe.2017.06.010.
  • Bokrantz, Jon, Anders Skoogh, Cecilia Berlin, Thorsten Wuest, and Johan Stahre. 2020a. “Smart Maintenance: An Empirically Grounded Conceptualization.” International Journal of Production Economics 223: 107534. doi:10.1016/j.ijpe.2019.107534.
  • Bokrantz, Jon, Anders Skoogh, Cecilia Berlin, Thorsten Wuest, and Johan Stahre. 2020b. “Smart Maintenance: A Research Agenda for Industrial Maintenance Management.” International Journal of Production Economics 224: 107547. doi:10.1016/j.ijpe.2019.107547.
  • Borangiu, Theodor, Damien Trentesaux, André Thomas, Paulo Leitão, and Jose Barata. 2019. “Digital Transformation of Manufacturing through Cloud Services and Resource Virtualization.” Computers in Industry 108: 150–162. doi:10.1016/j.compind.2019.01.006.
  • Bousdekis, Alexandros, Babis Magoutas, Dimitris Apostolou, and Gregoris Mentzas. 2015. “A Proactive Decision Making Framework for Condition-Based Maintenance.” Industrial Management & Data Systems 115 (7): 1225–1250. doi:10.1108/IMDS-03-2015-0071.
  • BS EN 16602. 2014. “Space product assurance — Failure modes, effects (and criticality) analysis (FMEA/ FMECA).”
  • BS EN 16646. 2014. “Maintenance. Maintenance within physical asset management.”
  • BS EN 13306. 2017. “Maintenance — Maintenance terminology.”
  • Campos, M. A. López, and A. Crespo Márquez. 2011. “Modelling a Maintenance Management Framework Based on PAS 55 Standard.” Quality and Reliability Engineering International 27 (6): 805–820. doi:10.1002/qre.1168.
  • Campos, Jaime, Pankaj Sharma, Unai Gorostegui Gabiria, Erkki Jantunen, and David Baglee. 2017. “A Big Data Analytical Architecture for the Asset Management.” Procedia CIRP 64: 369–374. doi:10.1016/j.procir.2017.03.019.
  • Crespo Márquez, Adolfo, Pedro Moreu De Leõn, Antonio Sola Rosique, and Juan F. Gõmez Fernández. 2016. “Criticality Analysis for Maintenance Purposes: A Study for Complex in-Service Engineering Assets.” Quality and Reliability Engineering International 32 (2): 519–533. doi:10.1002/qre.1769.
  • del Mar Roldán-García, María, José García-Nieto, Alejandro Maté, Juan Trujillo, and José F. Aldana-Montes. 2021. “Ontology-Driven Approach for KPI Meta-Modelling, Selection and Reasoning.” International Journal of Information Management 58: 102018. doi:10.1016/j.ijinfomgt.2019.10.003.
  • Errandonea, Itxaro, Sergio Beltrán, and Saioa Arrizabalaga. 2020. “Digital Twin for Maintenance: A Literature Review.” Computers in Industry 123: 103316. doi:10.1016/j.compind.2020.103316.
  • Forcina, Antonio, Vito Introna, and Alessandro Silvestri. 2021. “Enabling Technology for Maintenance in a Smart Factory: A Literature Review.” Procedia Computer Science 180: 430–435. doi:10.1016/j.procs.2021.01.259.
  • Gallo, Tommaso, and Annalisa Santolamazza. 2021. “Industry 4.0 and Human Factor: How Is Technology Changing the Role of the Maintenance Operator?” Proceedings of the 2nd International Conference on Industry 4.0 and Smart Manufacturing (ISM 2020) 180 (January), 388–393. doi:10.1016/j.procs.2021.01.364.
  • Gopalakrishnan, M., M. Subramaniyan, and A. Skoogh. 2020. “Data-Driven Machine Criticality Assessment–Maintenance Decision Support for Increased Productivity.” Production Planning & Control 1–19. doi:10.1080/09537287.2020.1817601.
  • Gregor, Shirley, and Alan R. Hevner. 2013. “Positioning and Presenting Design Science Research for Maximum Impact.” MIS Quarterly 37 (2): 337–355. doi:10.25300/MISQ/2013/37.2.01.
  • Guillén, A. J., A. Crespo, M. Macchi, and J. Gómez. 2016. “On the Role of Prognostics and Health Management in Advanced Maintenance Systems.” Production Planning & Control 27 (12): 991–1004. doi:10.1080/09537287.2016.1171920.
  • Herterich, Matthias M., Falk Uebernickel, and Walter Brenner. 2015. “The Impact of Cyber-Physical Systems on Industrial Services in Manufacturing.” Procedia CIRP 30: 323–328. doi:10.1016/j.procir.2015.02.110.
  • Hevner, Alan R., Salvatore T. March, Jinsoo Park, and Sudha Ram. 2004. “Design Science in Information Systems Research.” MIS Quarterly 28 (1): 75–105. doi:10.2307/25148625.
  • Holmström, Jan, Mikko Ketokivi, and Ari-Pekka Hameri. 2009. “Bridging Practice and Theory: A Design Science Approach.” Decision Sciences 40 (1): 65–87. doi:10.1111/j.1540-5915.2008.00221.x.
  • IEC 60812. 2018. “Failure modes and effects analysis (FMEA and FMECA).”
  • ISO 13372. 2012. “Condition monitoring and diagnostics of machines — Vocabulary.”
  • ISO 13374. 2015. “Condition monitoring and diagnostics of machine systems — Data processing, communication and presentation Part 4: Presentation.”
  • ISO 14224. 2016. “Petroleum, petrochemical and natural gas industries — Collection and exchange of reliability and maintenance data for equipment.”
  • ISO 15341. 2019. “Maintenance - Maintenance Key Performance Indicators.”
  • ISO 55000. 2014. Asset Management — Overview, Principles and Terminology. BSI Standards Publication. International Organisation for Standardization.
  • ISO 17359. 2018. “Condition monitoring and diagnostics of machines — General guidelines.”
  • Iung, Benoît, Eric Levrat, Adolfo Crespo Marquez, and Heinz Erbe. 2009. “Conceptual Framework for E-Maintenance: Illustration by e-Maintenance Technologies and Platforms.” Annual Reviews in Control 33 (2): 220–229. doi:10.1016/j.arcontrol.2009.05.005.
  • Jantunen, Erkki, Giovanni Di Orio, Csaba Hegedűs, Pal Varga, Istvan Moldovan, Felix Larrinaga, Martin Becker, Michele Albano, and Pedro Maló. 2019. “Maintenance 4.0 World of Integrated Information.” In Enterprise Interoperability VIII, 67–78. Springer.
  • Ko, Ryan K. L., Stephen S. G. Lee, and Eng Wah Lee. 2009. “Business Process Management (BPM) Standards: A Survey.” Business Process Management Journal 15 (5): 744–791. doi:10.1108/14637150910987937.
  • Komonen, Karl, and Antoine Despujols. 2013. “Maintenance within Physical Asset Management: A Standardization Project within CEN TC319.” Proceedings of COMDEM, Helsinki, 11–13.
  • Komonen, Kari, Helena Kortelainen, and Minna Räikkönen. 2012. “Corporate Asset Management for Industrial Companies: An Integrated Business-Driven Approach.” In Asset Management, edited by T. Van der Lei, P. Herder, and Y. Wijnia, 47–63. Dordrecht: Springer.
  • Kortelainen, Helena, Susanna Kunttu, Pasi Valkokari, and Toni Ahonen. 2015. “Asset Management Decisions—Based on System Thinking and Data Analysis.” Proceedings of the 8th World Congress on Engineering Asset Management (WCEAM 2013) & the 3rd International Conference on Utility Management & Safety (ICUMAS), 1083–1093. Cham: Springer. doi:10.1007/978-3-319-09507-3_92.
  • Kuechler, Bill, and Vijay Vaishnavi. 2008. “On Theory Development in Design Science Research: Anatomy of a Research Project.” European Journal of Information Systems 17 (5): 489–504. doi:10.1057/ejis.2008.40.
  • Lee, Jay, Behrad Bagheri, and Hung An Kao. 2015. “A Cyber-Physical Systems Architecture for Industry 4.0-Based Manufacturing Systems.” Manufacturing Letters 3: 18–23. doi:10.1016/j.mfglet.2014.12.001.
  • Legat, Christoph, Jörg Neidig, and Mikhail Roshchin. 2011. “Model-Based Knowledge Extraction for Automated Monitoring and Control.” IFAC Proceedings Volumes 44 (1): 5225–5230. doi:10.3182/20110828-6-IT-1002.03700.
  • Macchi, M.,. I. Roda, and L. Fumagalli. 2020. “On the Focal Concepts of Maintenance in the Digital Era.” IFAC-Papers Online 53 (3): 84–89. doi:10.1016/j.ifacol.2020.11.013.
  • Mahlamäki, K., A. Niemi, J. Jokinen, and J. Borgman. 2016. “Importance of Maintenance Data Quality in Extended Warranty Simulation.” International Journal of COMADEM 19 (1): 3–10.
  • Negri, Elisa, Luca Fumagalli, Marco Garetti, and Letizia Tanca. 2016. “Requirements and Languages for the Semantic Representation of Manufacturing Systems.” Computers in Industry 81 (September): 55–66. doi:10.1016/j.compind.2015.10.009.
  • Negri, Elisa, Sara Perotti, Luca Fumagalli, Gino Marchet, and Marco Garetti. 2017. “Modelling Internal Logistics Systems through Ontologies.” Computers in Industry 88: 19–34. doi:10.1016/j.compind.2017.03.004.
  • O’Donovan, P., K. Leahy, K. Bruton, and D. T. J. O’Sullivan. 2015. “An Industrial Big Data Pipeline for Data-Driven Analytics Maintenance Applications in Large-Scale Smart Manufacturing Facilities.” Journal of Big Data 2 (1): 1–26. doi:10.1186/s40537-015-0034-z.
  • Ouyang, Chun, Marlon Dumas, Wil M. P. Van Der Aalst, Arthur H. M. Ter Hofstede, and Jan Mendling. 2009. “From Business Process Models to Process-Oriented Software Systems.” ACM Transactions on Software Engineering and Methodology 19 (1): 1–37. doi:10.1145/1555392.1555395.
  • PAS 55-1. 2008. “Asset Management Part 1: Specification for the optimized management of physical assets.”
  • Peffers, Ken, Tuure Tuunanen, Marcus A. Rothenberger, and Samir Chatterjee. 2007. “A Design Science Research Methodology for Information Systems Research.” Journal of Management Information Systems 24 (3): 45–77. doi:10.2753/MIS0742-1222240302.
  • Petchrompo, Sanyapong, and Ajith Kumar Parlikad. 2019. “A Review of Asset Management Literature on Multi-Asset Systems.” Reliability Engineering & System Safety 181: 181–201. doi:10.1016/j.ress.2018.09.009.
  • Pistofidis, Petros, Christos Emmanouilidis, Aggelos Papadopoulos, and Pantelis N. Botsaris. 2016. “Management of Linked Knowledge in Industrial Maintenance.” Industrial Management & Data Systems 116 (8): 1741–1758. doi:10.1108/IMDS-10-2015-0409.
  • Polenghi, Adalberto, Irene Roda, Marco Macchi, and Alessandro Pozzetti. 2019. “Conceptual Framework for a Data Model to Support Asset Management Decision-Making Process.” In Advances in Production Management Systems. Production Management for the Factory of the Future. APMS 2019. IFIP Advances in Information and Communication Technology, edited by F. Ameri, K. Stecke, G. von Cieminski, and D. Kiritsis, Vol. 566, 283–290. Cham: Springer. doi:10.1007/978-3-030-30000-5_36.
  • Polenghi, Adalberto, Irene Roda, Marco Macchi, and Alessandro Pozzetti. 2020. “A Conceptual Model of the IT Ecosystem for Asset Management in the Global Manufacturing Context.” In Advances in Production Management Systems. Towards Smart and Digital Manufacturing, edited by Bojan Lalic, Vidosav Majstorovic, Ugljesa Marjanovic, Gregor von Cieminski, and David Romero, 711–719. Cham: Springer International Publishing. doi:10.1007/978-3-030-57997-5_82.
  • Polenghi, Adalberto, Irene Roda, Marco Macchi, and Alessandro Pozzetti. 2021. “Information as a Key Dimension to Develop Industrial Asset Management in Manufacturing.” Journal of Quality in Maintenance Engineering. [ahead-of-print]. doi:10.1108/JQME-09-2020-0095.
  • Qu, Yuanju, Xinguo Ming, Yanrong Ni, Xiuzhen Li, Zhiwen Liu, Xianyu Zhang, and Liuyue Xie. 2019. “An Integrated Framework of Enterprise Information Systems in Smart Manufacturing System via Business Process Reengineering.” Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture 233 (11): 2210–2224. doi:10.1177/0954405418816846.
  • Razmi-Farooji, Arian, Hanna Kropsu-Vehkaperä, Janne Härkönen, Harri Haapasalo, Arian Razmi-Farooji, Hanna Kropsu-Vehkaperä, Janne Härkönen, and Harri Haapasalo. 2019. “Advantages and Potential Challenges of Data Management in E-Maintenance.” Journal of Quality in Maintenance Engineering 25 (3): 378–396. doi:10.1108/JQME-03-2018-0018.
  • Roda, Irene, and Marco Macchi. 2018. “A Framework to Embed Asset Management in Production Companies.” Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability 232 (4): 368–378. doi:10.1177/1748006X17753501.
  • Roda, Irene, Marco Macchi, Luca Fumagalli, and Pablo Viveros. 2014. “A Review of Multi-Criteria Classification of Spare Parts: From Literature Analysis to Industrial Evidences.” Journal of Manufacturing Technology Management 25 (4): 528–549. doi:10.1108/JMTM-04-2013-0038.
  • Ruschel, Edson, Eduardo Alves Portela Santos, and Eduardo de Freitas Rocha Loures. 2017. “Industrial Maintenance Decision-Making: A Systematic Literature Review.” Journal of Manufacturing Systems 45: 180–194. doi:10.1016/j.jmsy.2017.09.003.
  • Selvik, J. T., and T. Aven. 2011. “A Framework for Reliability and Risk Centered Maintenance.” Reliability Engineering & System Safety 96 (2): 324–331. doi:10.1016/j.ress.2010.08.001.
  • Sharma, Pankaj, David Baglee, Jaime Campos, and Erkki Jantunen. 2017. “Big Data Collection and Analysis for Manufacturing Organisations.” Big Data & Information Analytics 2 (2): 127–139. doi:10.3934/bdia.2017002.
  • Tao, Fei, Qinglin Qi, Ang Liu, and Andrew Kusiak. 2018. “Data-Driven Smart Manufacturing.” Journal of Manufacturing Systems 48: 157–169. doi:10.1016/j.jmsy.2018.01.006.
  • Thimm, G., S. G. Lee, and Y.-S. Ma. 2006. “Towards Unified Modelling of Product Life-Cycles.” Computers in Industry 57 (4): 331–341. doi:10.1016/j.compind.2005.09.003.
  • Tretten, Phillip, and Ramin Karim. 2014. “Enhancing the Usability of Maintenance Data Management Systems.” Journal of Quality in Maintenance Engineering 20 (3): 290–303. doi:10.1108/JQME-05-2014-0032.
  • Turner, C. J., C. Emmanouilidis, T. Tomiyama, A. Tiwari, and R. Roy. 2019. “Intelligent Decision Support for Maintenance: An Overview and Future Trends.” International Journal of Computer Integrated Manufacturing 32 (10): 936–959. doi:10.1080/0951192X.2019.1667033.
  • Van Aken, Joan Ernst. 2005. “Management Research as a Design Science: Articulating the Research Products of Mode 2 Knowledge Production in Management.” British Journal of Management 16 (1): 19–36. doi:10.1111/j.1467-8551.2005.00437.x.
  • Van Aken, Joan Ernst, Aravind Chandrasekaran, and Joop Halman. 2016. “Conducting and Publishing Design Science Research: Inaugural Essay of the Design Science Department of the Journal of Operations Management.” Journal of Operations Management 47–48 (1): 1–8. doi:10.1016/j.jom.2016.06.004.
  • West, Matthew. 2011. Developing High Quality Data Models. Elsevier.
  • Yunusa-Kaltungo, Akilu, and Ashraf Labib. 2021. “A Hybrid of Industrial Maintenance Decision Making Grids.” Production Planning & Control 32 (5): 397–318. doi:10.1080/09537287.2020.1741046.
  • Zeid, Abe, Sarvesh Sundaram, Mohsen Moghaddam, Sagar Kamarthi, and Tucker Marion. 2019. “Interoperability in Smart Manufacturing: Research Challenges.” Machines 7 (2): 21. doi:10.3390/machines7020021.
  • Zheng, Pai, Honghui Wang, Zhiqian Sang, Ray Y. Zhong, Yongkui Liu, Chao Liu, Khamdi Mubarok, Shiqiang Yu, and Xun Xu. 2018. “Smart Manufacturing Systems for Industry 4.0: Conceptual Framework, Scenarios, and Future Perspectives.” Frontiers of Mechanical Engineering 13 (2): 137–150. doi:10.1007/s11465-018-0499-5.

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