Title :
Function estimation of grasping/manipulating motions in scaled bilateral control using principal component analysis
Author :
Nagashima, Hiroki ; Katsura, Seiichiro
Author_Institution :
Sch. of Integrated Design Eng., Keio Univ., Yokohama, Japan
Abstract :
This paper proposes an estimation method of functional mode in grasping/manipulation motion in scaled bilateral control system. In the conventional method, however, it is presupposed that functional-mode is predefined. By using proposed method using principal component analysis(PCA), time-variable functional mode of control system and human motion is directly estimated from motion information without considering predefined functional mode. In grasping/manipulation motion in scaled bilateral control, it is possible to estimate the principal functional mode and evaluate the performance of control systems. Validity of the proposal is confirmed by experiments.
Keywords :
estimation theory; manipulators; motion control; performance evaluation; principal component analysis; PCA; conventional method; estimation method; function estimation; grasping motions; human motion; manipulating motions; motion information; performance evaluation; predefined functional mode; principal component analysis; principal functional mode; scaled bilateral control system; time-variable functional mode; Grasping;
Conference_Titel :
IECON 2012 - 38th Annual Conference on IEEE Industrial Electronics Society
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-2419-9
Electronic_ISBN :
1553-572X
DOI :
10.1109/IECON.2012.6389178