[HTML][HTML] Deep reinforcement learning for optimal planning of assembly line maintenance

M Geurtsen, I Adan, Z Atan - Journal of Manufacturing Systems, 2023 - Elsevier
Discovering the optimal maintenance planning strategy can have a substantial impact on
production efficiency, yet this aspect is often overlooked in favor of production planning. This
is a missed opportunity as maintenance and production activities are deeply intertwined. Our
study sheds light on the significance of maintenance planning, particularly in the dynamic
setting of an assembly line. By maximizing the average production rate and incorporating
flexible planning windows, buffer content, and machine production states, a unique problem …
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