中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
High-precision robotic assembly system using three-dimensional vision

文献类型:期刊论文

作者Yan, Shaohua1,2; Tao, Xian1,2; Xu, De1,2
刊名INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS
出版日期2021-05-01
卷号18期号:3页码:12
关键词3D vision feature extraction pose estimation hybrid visual servoing robotic assembly system
ISSN号1729-8814
DOI10.1177/17298814211027029
通讯作者Tao, Xian(taoxian2013@ia.ac.cn)
英文摘要The design of a high-precision robot assembly system is a great challenge. In this article, a robotic assembly system is developed to assemble two components with six degree-of-freedoms in three-dimensional space. It consists of two manipulators, a structured light camera which is mounted on the end-effector aside component A to measure the pose of component B. Firstly, the features of irregular components are extracted based on U-NET network training with few labeled images. Secondly, an algorithm is proposed to calculate the pose of component B based on the image features and the corresponding three-dimensional coordinates on its ellipse surface. Thirdly, the six errors including two position errors and one orientation error in image space, and one position error and two orientation errors in Cartesian space are computed to control the motions of component A to align with component B. The hybrid visual servoing method is used in the control system. The experimental results verify the effectiveness of the designed system.
WOS关键词SERVO CONTROL
资助项目National Key Research and Development Program of China[2018AAA0103004] ; National Natural Science Foundation of China[61873266] ; Beijing Municipal Natural Science Foundation[4212044] ; Science and Technology Program of Beijing Municipal Science and Technology Commission[Z191100008019004]
WOS研究方向Robotics
语种英语
WOS记录号WOS:000691289300001
出版者SAGE PUBLICATIONS INC
资助机构National Key Research and Development Program of China ; National Natural Science Foundation of China ; Beijing Municipal Natural Science Foundation ; Science and Technology Program of Beijing Municipal Science and Technology Commission
源URL[http://ir.ia.ac.cn/handle/173211/45884]  
专题精密感知与控制研究中心_精密感知与控制
通讯作者Tao, Xian
作者单位1.Chinese Acad Sci, Res Ctr Precis Sensing & Control, Inst Automat, Beijing, Peoples R China
2.Univ Chinese Acad Sci, Sch Artificial Intelligence, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Yan, Shaohua,Tao, Xian,Xu, De. High-precision robotic assembly system using three-dimensional vision[J]. INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,2021,18(3):12.
APA Yan, Shaohua,Tao, Xian,&Xu, De.(2021).High-precision robotic assembly system using three-dimensional vision.INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS,18(3),12.
MLA Yan, Shaohua,et al."High-precision robotic assembly system using three-dimensional vision".INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS 18.3(2021):12.

入库方式: OAI收割

来源:自动化研究所

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