Advanced search
Publication Cover
International Journal of Production Research Volume 59, 2021 - Issue 16
Submit an article Journal homepage
7,985
Views
26
CrossRef citations to date
0
Altmetric
Machine Learning in Manufacturing and Industry 4.0 applications

Using process mining to improve productivity in make-to-stock manufacturing

Rafael Lorenza Chair of Production and Operations Management, Department of Management, Technology and Economics, ETH ZurichZurich, SwitzerlandCorrespondence[email protected]
ORCID Iconhttps://orcid.org/0000-0001-7473-3328View further author information
ORCID Icon,
Julian Senonera Chair of Production and Operations Management, Department of Management, Technology and Economics, ETH ZurichZurich, SwitzerlandView further author information
,
Wilfried Sihnb Institute of Management Science (IMW), Vienna University of Technology, Vienna, AustriaView further author information
&
Torbjørn Netlanda Chair of Production and Operations Management, Department of Management, Technology and Economics, ETH ZurichZurich, SwitzerlandView further author information
Pages 4869-4880 | Received 15 May 2020, Accepted 10 Mar 2021, Published online: 13 Apr 2021

Citations (26)

Keep up to date with the latest research on this topic with citation updates for this article.

Subscribe to citation updates

Read on this site (2)

Rafael Lorenz, Mathias Kraus, Hergen Wolf, Stefan Feuerriegel & Torbjørn H. Netland. (2024) Selecting advanced analytics in manufacturing: a decision support model. Production Planning & Control 35:7, pages 711-724.
Read now
Rahul Rai, Manoj Kumar Tiwari, Dmitry Ivanov & Alexandre Dolgui. (2021) Machine learning in manufacturing and industry 4.0 applications. International Journal of Production Research 59:16, pages 4773-4778.
Read now

Articles from other publishers (24)

Renan Ribeiro Do Prado, Pedro Antonio Boareto, Joceir Chaves & Eduardo Alves Portela Santos. (2023) Agile DMAIC cycle: incorporating process mining and support decision. International Journal of Lean Six Sigma 15:3, pages 614-641.
Crossref
Abderrazak Laghouag, Faiz bin Zafrah, Mohamed Rafik Noor Mohamed Qureshi & Alhussain Ali Sahli. (2024) Eliminating Non-Value-Added Activities and Optimizing Manufacturing Processes Using Process Mining: A Stock of Challenges for Family SMEs. Sustainability 16:4, pages 1694.
Crossref
Kentaroh Toyoda, Rachel Gan Kai Ying, Allan NengSheng Zhang & Tan Puay Siew. (2024) Identifying the Key Attributes in an Unlabeled Event Log for Automated Process Discovery. IEEE Transactions on Services Computing 17:1, pages 74-81.
Crossref
Kamran Rezaie & Ali Solhjoo. 2024. Industrial Engineering in the Industry 4.0 Era. Industrial Engineering in the Industry 4.0 Era 289 296 .
Ayse Aslan, Hanane El-Raoui, Jack Hanson, Gokula Vasantha, John Quigley & Jonathan Corney. 2024. Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems. Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems 592 602 .
Faris Madi, Ammar Al-Bazi, Steve Buckley, John Smallbone & Karl Foster. (2023) An agent-based heuristics optimisation model for production scheduling of make-to-stock connector plates manufacturing systems. Soft Computing.
Crossref
Sally McClean & Lingkai Yang. (2023) Semi-Markov Models for Process Mining in Smart Homes. Mathematics 11:24, pages 5001.
Crossref
Yue Zhai, Guowei Hua, Meng Cheng & T.C.E. Cheng. (2023) Production lead-time hedging and order allocation in an MTO supply chain. European Journal of Operational Research 311:3, pages 887-905.
Crossref
Shailesh Kediya, Raghavan Santhanam, Ravindra A. Kayande, Anil Sharma, Yogita Sure & Virendra Disawal. (2023) Smart Supply Chain Management and Big Data Analysis Using Machine Learning in Industry 4.0. Smart Supply Chain Management and Big Data Analysis Using Machine Learning in Industry 4.0.
Beyza Yapakçı, Zeynep Akdağcık, Bora Ayvaz & Ali Fuat Ergenç. (2023) Application of Process Mining to Production Lines Using Industrial Internet of Things. Application of Process Mining to Production Lines Using Industrial Internet of Things.
Ayse Aslan, Hanane El-Raoui, Jack Hanson, Gokula Vasantha, John Quigley, Jonathan Corney & Andrew Sherlock. (2023) Using Worker Position Data for Human-Driven Decision Support in Labour-Intensive Manufacturing. Sensors 23:10, pages 4928.
Crossref
Jan Niklas Adams, Cameron Pitsch, Tobias Brockhoff & Wil M. P. van der Aalst. (2023) An Experimental Evaluation of Process Concept Drift Detection. Proceedings of the VLDB Endowment 16:8, pages 1856-1869.
Crossref
Mahesh Kumbhar, Amos H.C. Ng & Sunith Bandaru. (2023) A digital twin based framework for detection, diagnosis, and improvement of throughput bottlenecks. Journal of Manufacturing Systems 66, pages 92-106.
Crossref
Felix Oberdorf, Myriam Schaschek, Sven Weinzierl, Nikolai Stein, Martin Matzner & Christoph M. Flath. (2022) Predictive End-to-End Enterprise Process Network Monitoring. Business & Information Systems Engineering 65:1, pages 49-64.
Crossref
Daniel Ogochukwu Okanigbe. 2023. Resource Recovery and Recycling from Waste Metal Dust. Resource Recovery and Recycling from Waste Metal Dust 15 27 .
Jan Niklas Adams, Gyunam Park & Wil M.P. van der Aalst. (2022) ocpa: A Python library for object-centric process analysis. Software Impacts 14, pages 100438.
Crossref
Laura Tomidei, Nathalie Sick, Jochen Deuse & Lee Clemon. (2022) Production Flow Analysis in the Era of Industry 4.0 : How Digital Technologies can Support Decision-Making in the Factory of the Future. Production Flow Analysis in the Era of Industry 4.0 : How Digital Technologies can Support Decision-Making in the Factory of the Future.
V. M. Kurganov, A. N. Dorofeev & M. V. Griaznov. (2022) Waybill functionality in transportation management system. The Russian Automobile and Highway Industry Journal 19:2, pages 216-223.
Crossref
Davide Dell’Anna, Natasha Alechina, Fabiano Dalpiaz, Mehdi Dastani, Maarten Löffler & Brian Logan. 2022. Coordination, Organizations, Institutions, Norms, and Ethics for Governance of Multi-Agent Systems XV. Coordination, Organizations, Institutions, Norms, and Ethics for Governance of Multi-Agent Systems XV 38 53 .
Santiago Aguirre, Lina Zuñiga & Michael Arias. 2022. Applied Computer Sciences in Engineering. Applied Computer Sciences in Engineering 109 121 .
Mathias Eggert & Julian Dyong. 2022. Business Process Management. Business Process Management 125 142 .
Juan Pablo Salazar-Fernandez, Jorge Munoz-Gama, Jorge Maldonado-Mahauad, Diego Bustamante & Marcos Sepúlveda. (2021) Backpack Process Model (BPPM): A Process Mining Approach for Curricular Analytics. Applied Sciences 11:9, pages 4265.
Crossref
Clemens Gróf & Alexander Kamtsiuris. (2021) Ontology-based Process Reengineering To Support Digitalization Of MRO Operations: Application To An Aviation Industry Case. Procedia CIRP 104, pages 1322-1327.
Crossref
Christoph Roser, Mukund Subramaniyan, Anders Skoogh & Björn Johansson. 2021. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems. Advances in Production Management Systems. Artificial Intelligence for Sustainable and Resilient Production Systems 683 689 .

Related research

People also read lists articles that other readers of this article have read.

Recommended articles lists articles that we recommend and is powered by our AI driven recommendation engine.

Cited by lists all citing articles based on Crossref citations.
Articles with the Crossref icon will open in a new tab.