CHEN Jiapan, ZHENG Minhua. A Survey of Robot Manipulation Behavior Research Based on Deep Reinforcement Learning[J]. ROBOT, 2022, 44(2): 236-256. DOI: 10.13973/j.cnki.robot.210008
Citation: CHEN Jiapan, ZHENG Minhua. A Survey of Robot Manipulation Behavior Research Based on Deep Reinforcement Learning[J]. ROBOT, 2022, 44(2): 236-256. DOI: 10.13973/j.cnki.robot.210008

A Survey of Robot Manipulation Behavior Research Based on Deep Reinforcement Learning

  • By summarizing previous studies, the basic theories and algorithms of deep learning and reinforcement learning are introduced firstly.Secondly, the popular DRL (deep reinforcement learning) algorithms and their applications to robot manipulation are summarized.Finally, the future development directions of applying DRL to robot manipulation are forecasted according to the current problems and possible solutions.
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