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Flexible Services and Manufacturing Journal

Subject Areas: Management Science and Operations Research; ;
Publisher: Springer US - Springer Journals
ISSN: 1936-6582
SJR: 49

Open Access

Journal Article

A machine learning framework for explainable knowledge mining and production, maintenance, and quality control optimization in flexible circular manufacturing systems

Koulinas, Georgios K.; Paraschos, Panagiotis D.; Koulouriotis, Dimitrios E.

2024 Flexible Services and Manufacturing Journal

doi:10.1007/s10696-024-09537-x

In the present study, we employed multiple decision tree algorithms to categorize cases and reflect the most efficient policies constructed by a reinforcement learning algorithm. These approaches treated a complex production, maintenance, and quality control optimization problem within a...

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