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REAL-TIME PRODUCTION SCHEDULING WITH DEEP REINFORCEMENT LEARNING AND MONTE CARLO TREE SEARCH
REAL-TIME PRODUCTION SCHEDULING WITH DEEP REINFORCEMENT LEARNING AND MONTE CARLO TREE SEARCH
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机译:具有深层强化学习和蒙特卡洛树搜索功能的实时生产计划
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摘要
Systems and methods provide real-time production scheduling by integrating deep reinforcement learning and Monte Carlo tree search. A manufacturing process simulator is used to train a deep reinforcement learning agent to identify the sub-optimal policies for a production schedule. A Monte Carlo tree search agent is implemented to speed up the search for near-optimal policies of higher quality from the sub-optimal policies.
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