DocumentCode :
1566367
Title :
Skill analysis of human in machine operation
Author :
Suzuki, Satoshi ; Harashima, Fumio ; Pan, Yaodong ; Furuta, Katsuhisa
Author_Institution :
Kanda Branch of the 21st Century COE Project Office, Tokyo Denki Univ.
Volume :
3
fYear :
2005
Firstpage :
1556
Lastpage :
1561
Abstract :
A purpose of this paper is to discover catholic characteristic of human skill in machine manipulation for realization of a human adaptive mechatronics (HAM). HAM is a novel concept of intelligent mechanical systems that adapt themselves to the user´s skill and assist to improve the user´s skill. This paper reports experimental analyses of human characteristic in machine operation by utilizing a stabilization task. By using a force-feedback haptic device and a real-time computer graphics of a virtual pendulum, skill processes of subjects were observed, and three kinds of analyses were applied. The first is probability distribution analysis of motion, the second is monitoring of brain cortical by a near-infrared spectroscopy (NIRS), and the last is correlation analysis to estimate human control law. It could be confirmed that human who mastered the stabilization task sufficiently (i) utilizes sensory information of wide body part, (ii)reinforces on active visual sensing, and (iii) predicts velocity information by using dynamics model which is formed in brain
Keywords :
adaptive control; biocybernetics; biomechanics; brain; correlation theory; man-machine systems; mechatronics; neurophysiology; stability; NIRS; active visual sensing; brain cortical monitoring; correlation analysis; dynamics model; force-feedback haptic device; human adaptive mechatronics; human control law; human skill analysis; intelligent mechanical systems; machine operation; motion probability distribution analysis; near-infrared spectroscopy; real-time computer graphics; stabilization task; velocity information prediction; virtual pendulum; Computer graphics; Computerized monitoring; Haptic interfaces; Humans; Intelligent systems; Machine intelligence; Mechanical systems; Mechatronics; Motion analysis; Probability distribution;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Neural Networks and Brain, 2005. ICNN&B '05. International Conference on
Conference_Location :
Beijing
Print_ISBN :
0-7803-9422-4
Type :
conf
DOI :
10.1109/ICNNB.2005.1614928
Filename :
1614928
Link To Document :
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