Title :
Analysis and modeling of emphatic motion use and symbolic expression use by observing humans´ motion coaching task -models for robotic motion coaching system-
Author :
Okuno, Keisuke ; Inamura, Tetsunari
Author_Institution :
Dept. of Inf., Grad. Univ. for Adv. Studies (SOKENDAI), Tokyo, Japan
Abstract :
As a step of a robotics research that requires proper binding of motion patterns and symbolic expressions, in this paper, we attempt to model how humans use motion patterns and symbolic expressions for motion coaching. Through experiments of tennis forehand swing coaching task for beginners, we observed and analyzed three kinds of motions; a learning target swing performed by human coaches, swings performed by learners, and dynamically modified swing motions by human coaches according to performances of learners. With results, we modeled relationship between differences among the three motions in a phase space and used symbolic expressions. Then we discussed how the model can be applied for realizing an efficient motion coaching system we have been proposed.
Keywords :
human-robot interaction; learning systems; motion control; sport; training; dynamically modified swing motion; emphatic motion use; human motion coaching task observation; learning target swing; motion pattern; phase space; robotic motion coaching system; robotics research; symbolic expression use; tennis forehand swing coaching task; Analytical models; Hidden Markov models; Humans; Joints; Pattern recognition; Robots; Vectors;
Conference_Titel :
RO-MAN, 2012 IEEE
Conference_Location :
Paris
Print_ISBN :
978-1-4673-4604-7
Electronic_ISBN :
1944-9445
DOI :
10.1109/ROMAN.2012.6343823