High-precision robotic assembly system using three-dimensional vision
Yan, Shaohua1,2; Tao, Xian1,2; Xu, De1,2
发表期刊INTERNATIONAL JOURNAL OF ADVANCED ROBOTIC SYSTEMS
ISSN1729-8814
2021-05-01
卷号18期号:3页码:12
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.

关键词3D vision feature extraction pose estimation hybrid visual servoing robotic assembly system
DOI10.1177/17298814211027029
关键词[WOS]SERVO CONTROL
收录类别SCI
语种英语
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]
项目资助者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
WOS研究方向Robotics
WOS类目Robotics
WOS记录号WOS:000691289300001
出版者SAGE PUBLICATIONS INC
七大方向——子方向分类智能机器人
国重实验室规划方向分类人机混合智能
是否有论文关联数据集需要存交
引用统计
被引频次:6[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/45885
专题中科院工业视觉智能装备工程实验室_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.
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