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A memory and attention-based reinforcement learning for musculoskeletal robots with prior knowledge of muscle synergies 期刊论文
Robotic Intelligence and Automation, 2024, 卷号: 44, 期号: 2, 页码: 316-333
作者:  Xiaona Wang;  Jiahao Chen;  Hong Qiao
Adobe PDF(2591Kb)  |  收藏  |  浏览/下载:53/15  |  提交时间:2024/06/04
Musculoskeletal robot  Partial observable  Reinforcement learning  LSTM  Attention  Muscle synergy  
Neural Manifold Modulated Continual Reinforcement Learning for Musculoskeletal Robots 期刊论文
IEEE Transactions on Cognitive and Developmental Systems, 2024, 卷号: 16, 期号: 1, 页码: 86-99
作者:  Chen JH(陈嘉浩);  Chen ZY(陈紫渝);  Yao CJ(姚超竞);  Qiao H(乔红)
Adobe PDF(6732Kb)  |  收藏  |  浏览/下载:68/22  |  提交时间:2024/06/04
Continual reinforcement learning  musculoskeletal robots  neural manifold  recurrent neural network (RNN)  
Memory, attention, and muscle synergies based reinforcement and transfer learning for musculoskeletal robots under imperfect observation 期刊论文
IEEE/ASME Transactions on Mechatronics, 2024, 页码: doi:10.1109/TMECH.2024.3401045
作者:  Chen JH(陈嘉浩);  Wu YX(吴亚雄);  Qiao H(乔红)
Adobe PDF(5646Kb)  |  收藏  |  浏览/下载:24/6  |  提交时间:2024/06/04
Muscle synergy  musculoskeletal robots  reinforcement learning