Human-like coordination motion learning for a redundant dual-arm robot. (June 2019)
- Record Type:
- Journal Article
- Title:
- Human-like coordination motion learning for a redundant dual-arm robot. (June 2019)
- Main Title:
- Human-like coordination motion learning for a redundant dual-arm robot
- Authors:
- Qu, Jiadi
Zhang, Fuhai
Wang, Yu
Fu, Yili - Abstract:
- Highlights: A human-like coordination motion learning method is developed for making robotic dual-arm manipulations more smooth and natural. The dual-arm coordination is divided into intra-arm and inter-arm coordination. The variable dual-arm coordination constraints from the demonstrations of human arm motion are obtained. Abstract: The motion of a redundant dual-arm robot is subject to dual-arm coordination constraints when performing a coordination task. However, these constraints are usually fixed. To improve the ability of dual arm robots to interact effectively with human beings, it is necessary to obtain the variable dual-arm coordination constraints from the observation of human arm motion. This paper developed a novel redundant dual-arm robot motion learning method based on human-arm coordination characteristics. It can realize the human-like coordination motion of a dual-arm robot in both Cartesian space and joint space. The proposed method was implemented on a real redundant dual-arm robot platform. Experiments involving two tasks, carrying and pouring, were carried out, and the results indicate that the robot can successfully reproduce the demonstrated human-arm motion tasks, and the dual-arm robot has the characteristics of coordinated human-like motion, making robotic dual-arm manipulations more smooth and natural.
- Is Part Of:
- Robotics and computer-integrated manufacturing. Volume 57(2019)
- Journal:
- Robotics and computer-integrated manufacturing
- Issue:
- Volume 57(2019)
- Issue Display:
- Volume 57, Issue 2019 (2019)
- Year:
- 2019
- Volume:
- 57
- Issue:
- 2019
- Issue Sort Value:
- 2019-0057-2019-0000
- Page Start:
- 379
- Page End:
- 390
- Publication Date:
- 2019-06
- Subjects:
- Redundant dual-arm robot -- Learning from demonstration -- Human-arm coordination constraint
Robots, Industrial -- Periodicals
Computer integrated manufacturing systems -- Periodicals
Robotics -- Periodicals
Robots industriels -- Périodiques
Productique -- Périodiques
Robotique -- Périodiques
670.285 - Journal URLs:
- http://www.sciencedirect.com/science/journal/07365845 ↗
http://www.elsevier.com/journals ↗
http://www.journals.elsevier.com/robotics-and-computer-integrated-manufacturing/ ↗ - DOI:
- 10.1016/j.rcim.2018.12.017 ↗
- Languages:
- English
- ISSNs:
- 0736-5845
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 8000.453200
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