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Dynamic Nonprehensile Manipulation of a Moving Object Using a Batting Primitive
- Source :
- Applied Sciences, Vol 11, Iss 3920, p 3920 (2021), Applied Sciences, Volume 11, Issue 9
- Publication Year :
- 2021
- Publisher :
- MDPI AG, 2021.
-
Abstract
- To achieve human-level object manipulation capability, a robot must be able to handle objects not only with prehensile manipulation, such as pick-and-place, but also with nonprehensile manipulation. To study nonprehensile manipulation, we studied robotic batting, a primitive form of nonprehensile manipulation. Batting is a challenging research area because it requires sophisticated and fast manipulation of moving objects and requires considerable improvement. In this paper, we designed a batting system for dynamic manipulation of a moving ball and proposed several algorithms to improve the task performance of batting. To improve the recognition accuracy of the ball, we proposed a circle-fitting method that complements color segmentation. This method enabled robust ball recognition against illumination. To accurately estimate the trajectory of the recognized ball, weighted least-squares regression considering the accuracy according to the distance of a stereo vision sensor was used for trajectory estimation, which enabled more accurate and faster trajectory estimation of the ball. Further, we analyzed the factors influencing the success rate of ball direction control and applied a constant posture control method to improve the success rate. Through the proposed methods, the ball direction control performance is improved.
- Subjects :
- 0209 industrial biotechnology
Technology
ball recognition
Computer science
QH301-705.5
motion control
QC1-999
02 engineering and technology
nonprehensile manipulation
Computer Science::Robotics
020901 industrial engineering & automation
0202 electrical engineering, electronic engineering, information engineering
General Materials Science
Computer vision
Segmentation
Biology (General)
Instrumentation
QD1-999
Fluid Flow and Transfer Processes
weighted least square
robotic batting
business.industry
Process Chemistry and Technology
Physics
General Engineering
Object (computer science)
Motion control
high-speed object manipulation
Engineering (General). Civil engineering (General)
Computer Science Applications
Task (computing)
Chemistry
Stereopsis
Trajectory
Ball (bearing)
Robot
trajectory estimation
020201 artificial intelligence & image processing
Artificial intelligence
TA1-2040
business
Subjects
Details
- Language :
- English
- ISSN :
- 20763417
- Volume :
- 11
- Issue :
- 3920
- Database :
- OpenAIRE
- Journal :
- Applied Sciences
- Accession number :
- edsair.doi.dedup.....06c9b40ae7e96afbacf4ceb79bbdf76c