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Journal Articles

Deep Reinforcement Learning-Based Multi-Task Scheduling in Cloud Manufacturing Under Different Task Arrival Modes

Yaoyao Ping, Yongkui Liu, Lin Zhang, Lihui Wang, Xun Xu
Journal: Journal of Manufacturing Science and Engineering
Article Type: Research Papers
J. Manuf. Sci. Eng. August 2023, 145(8): 081003.
Paper No: MANU-23-1040
https://doi.org/10.1115/1.4062217
Published Online: April 12, 2023
... in tackling the problem. Deep reinforcement learning (DRL) as the combination of deep learning (DL) and reinforcement learning (RL) provides an effective technique in this regard. In view of this, we employ a typical DRL algorithm—Deep Q-network (DQN)—and propose a DQN-based approach for multitask scheduling...
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Topics: Algorithms, Manufacturing, Reinforcement learning