Title :
Motion analysis of interaction mode control using principal component analysis
Author :
Nagashima, H. ; Katsura, Seiichiro
Author_Institution :
Sch. of Integrated Design Eng., Keio Univ., Yokohama, Japan
fDate :
Feb. 27 2013-March 1 2013
Abstract :
Recently, robot application has been widely used not only in industry but also human society. Hereafter, in order to extend the range of work and kinds of motion in human society, it is needed to think about what human is and what human motion is. In conventional method for analysis of human motion, visual-based approach has widely researched. However, force adjustment is important information for many kinds of task such as processing technology and surgical operation. In addition, in order to acquire the advanced motion for robots, feature amount of advanced motion is needed to analyze. First step of motion analysis based on position and force information, the condition which has theoretical value is conducted. This paper proposes motion analysis method for interaction mode control systems using principal component analysis(PCA). Using the proposal, the dominant component is directly estimated from the motion information. To confirm the effectiveness of the method, motion data abstracted by automated control is used. Validity of the proposal is confirmed by experiment of interaction mode control. Experimental results in this paper are compared with the theoretical value.
Keywords :
human-robot interaction; mobile robots; motion control; position control; principal component analysis; PCA; force adjustment; force information; human motion analysis; human society; interaction mode control; position information; principal component analysis; visual-based approach; Control systems; Eigenvalues and eigenfunctions; Force; Grasping; Principal component analysis; Proposals; Robots;
Conference_Titel :
Mechatronics (ICM), 2013 IEEE International Conference on
Conference_Location :
Vicenza
Print_ISBN :
978-1-4673-1386-5
Electronic_ISBN :
978-1-4673-1387-2
DOI :
10.1109/ICMECH.2013.6519100