High-precision robotic assembly system using three-dimensional vision

Author:

Yan Shaohua12,Tao Xian12ORCID,Xu De12ORCID

Affiliation:

1. Research Center of Precision Sensing and Control, Institute of Automation, Chinese Academy of Sciences, Beijing, China

2. School of Artificial Intelligence, University of Chinese Academy of Sciences, Beijing, China

Abstract

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.

Funder

National Natural Science Foundation of China

Publisher

SAGE Publications

Subject

Artificial Intelligence,Computer Science Applications,Software

Cited by 8 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Automated Triaxial Robot Grasping System for Motor Rotors Using 3D Structured Light Sensor;2023 IEEE International Conference on Robotics and Biomimetics (ROBIO);2023-12-04

2. Vision-Based High-Precision Assembly with Force Feedback;2023 9th International Conference on Control, Automation and Robotics (ICCAR);2023-04-21

3. Automatic buckling system of micro terminals combined vision and force signals;Measurement and Control;2023-01-05

4. A Novel Disassembly Strategy of Hexagonal Screws Based on Robot Vision and Robot-Tool Cooperated Motion;Applied Sciences;2022-12-25

5. Flexible 3D Object Appearance Observation Based on Pose Regression and Active Motion;2022 IEEE 18th International Conference on Automation Science and Engineering (CASE);2022-08-20

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