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Optimizing control of a production line using machine learning

Kroep, K. (2024) Optimizing control of a production line using machine learning.

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Abstract:A production line at a production facility has issues with optimizing its output. We construct a tool that provides advice to operators who work along the production line on optimal settings, such as speed. This advice should be generated quickly, in order to cope with the ever changing environment. Using simulation, data is generated to train a Machine Learning model. This model is capable of predicting the future speed of the production line.
Item Type:Essay (Master)
Faculty:BMS: Behavioural, Management and Social Sciences
Subject:31 mathematics
Programme:Industrial Engineering and Management MSc (60029)
Link to this item:https://purl.utwente.nl/essays/104325
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