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2024 | OriginalPaper | Chapter

Human in the Data-Driven Zero Defect Manufacturing Loop: Case Examples from Manufacturing Companies

Authors : Emrah Arica, Manuel Oliveira, Torbjørn Pedersen, Felix Mannhardt, Odd Myklebust

Published in: Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems

Publisher: Springer Nature Switzerland

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Abstract

Data-driven Zero Defect Manufacturing (ZDM) system gathers and organizes data from different sources, integrating and analyzing the data using different tools, with the purpose to react on potential quality issues before they happen with adequate levels of data accuracy and precision. This paper discusses the role of humans in the data driven ZDM loop, considering the context of four manufacturing companies, from the EU H2020 project DAT4Zero which has also funded this study. These companies represent distinct manufacturing environments, each with specific industrial challenges and requirements, which were studied to map, analyze, and exemplify the potential role of humans in the data driven ZDM framework in real manufacturing environments.

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Arica, E., Powell, D.: Digitalization in manufacturing: trends, drivers, challenges, and research areas in Norway. Presented at the IFIP International Conference on Advances in Production Management Systems (2021)

Eger, F., et al.: Zero defect manufacturing strategies for reduction of scrap and inspection effort in multi-stage production systems. Proc. CIRP 67, 368–373 (2018)

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Psarommatis, F., May, G., Dreyfus, P.-A., Kiritsis, D.: Zero defect manufacturing: state-of-the-art review, shortcomings and future directions in research. Int. J. Prod. Res. 58, 1–17 (2020). https://doi.org/10.1080/00207543.2019.1605228CrossRef

Powell, D., Magnanini, M.C., Colledani, M., Myklebust, O.: Advancing zero defect manufacturing: a state-of-the-art perspective and future research directions. Comput. Ind. 136, 103596 (2022)CrossRef

Wan, P.K., Leirmo, T.L.: Human-centric zero-defect manufacturing: state-of-the-art review, perspectives, and challenges. Comput. Ind. 144, 103792 (2023)CrossRef

McNiff, J., Whitehead, J.: Doing and Writing Action Research. Sage Publications (2009)

Du, C., Ho, C.L., Kaminski, J.: Prediction of product roughness, profile, and roundness using machine learning techniques for a hard turning process. Adv. Manuf. 9, 206–215 (2021)CrossRef

10.

Psarommatis, F., Sousa, J., Mendonça, J.P., Kiritsis, D.: Zero-defect manufacturing the approach for higher manufacturing sustainability in the era of industry 4.0: a position paper. Int. J. Prod. Res. 60, 73–91 (2022)

11.

Alexopoulos, K., Tsoukaladelis, T., Dimitrakopoulou, C., Nikolakis, N., Eytan, A.: An approach towards zero defect manufacturing by combining IIoT data with industrial social networking. Proc. Comput. Sci. 217, 403–412 (2023)CrossRef

12.

Cimini, C., Pirola, F., Pinto, R., Cavalieri, S.: A human-in-the-loop manufacturing control architecture for the next generation of production systems. J. Manuf. Syst. 54, 258–271 (2020)CrossRef

13.

Dahl, T.L., Oliveira, M., Arica, E.: Evaluation of augmented reality in industry. Presented at the IFIP International Conference on Advances in Production Management Systems (2020)

14.

Brito, T., Queiroz, J., Piardi, L., Fernandes, L.A., Lima, J., Leitão, P.: A machine learning approach for collaborative robot smart manufacturing inspection for quality control systems. Proc. Manuf. 51, 11–18 (2020)

15.

Dengler, S., Lahriri, S., Trunzer, E., Vogel-Heuser, B.: Applied machine learning for a zero defect tolerance system in the automated assembly of pharmaceutical devices. Decis. Supp. Syst. 146, 113540 (2021)CrossRef

Title: Human in the Data-Driven Zero Defect Manufacturing Loop: Case Examples from Manufacturing Companies
Authors: Emrah Arica
Manuel Oliveira
Torbjørn Pedersen
Felix Mannhardt
Odd Myklebust
Publisher: Springer Nature Switzerland
Book: Flexible Automation and Intelligent Manufacturing: Establishing Bridges for More Sustainable Manufacturing Systems
Print ISBN: 978-3-031-38164-5

Electronic ISBN: 978-3-031-38165-2

Copyright Year: 2024
DOI: https://doi.org/10.1007/978-3-031-38165-2_91