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A New Diagnosis Method with Few-shot Learning Based on a Class-rebalance Strategy for Scarce Faults in Industrial Processes 期刊论文
Machine Intelligence Research, 2023, 页码: 1-12
作者:  Xu, Xinyao;  Xu, De;  Qin, Fangbo
Adobe PDF(1677Kb)  |  收藏  |  浏览/下载：154/57  |  提交时间：2023/06/21
data augmentation  feature clustering  class-rebalance strategy  few-shot learning  fault diagnosis  
Efficient Insertion Control for Precision Assembly Based on Demonstration Learning and Reinforcement Learning 期刊论文
IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2021, 卷号: 17, 期号: 7, 页码: 4492-4502
作者:  Ma, Yanqin;  Xu, De;  Qin, Fangbo
收藏  |  浏览/下载：256/0  |  提交时间：2021/05/17
Learning (artificial intelligence)  Task analysis  Learning systems  Gaussian distribution  Informatics  Automation  Data models  Demonstration learning  insertion policy learning  multiple peg-in-hole insertion  precision assembly  reinforcement learning  
Robotic Skill Learning for Precision Assembly With Microscopic Vision and Force Feedback 期刊论文
IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2019, 卷号: 24, 期号: 3, 页码: 1117-1128
作者:  Qin, Fangbo;  Xu, De;  Zhang, Dapeng;  Li, Ying
浏览  |  Adobe PDF(2296Kb)  |  收藏  |  浏览/下载：518/197  |  提交时间：2019/05/06
Force control  learning from demonstration  microscopic vision  precision assembly  robotic skill learning