Deep reinforcement learning in smart manufacturing: A review and prospects

• Published in: CIRP journal of manufacturing science and technology Vol. 40; pp. 75 - 101
• Main Authors: Li, Chengxi, Zheng, Pai, Yin, Yue, Wang, Baicun, Wang, Lihui
• Format: Journal Article
• Language: English
• Published: Elsevier Ltd 01.02.2023
• Subjects: Artificial intelligence; Deep reinforcement learning; Engineering life cycle; Review; Smart manufacturing; Engineering life cycle; Deep reinforcement learning; Review; Artificial intelligence; Smart manufacturing

To facilitate the personalized smart manufacturing paradigm with cognitive automation capabilities, Deep Reinforcement Learning (DRL) has attracted ever-increasing attention by offering an adaptive and flexible solution. DRL takes the advantages of both Deep Neural Networks (DNN) and Reinforcement L...