Title :
A decision method for the placement of tactile sensors for manipulation task recognition
Author :
Matsuo, Kazuya ; Murakami, Kouji ; Hasegawa, Tsutomu ; Kurazume, Ryo
Author_Institution :
Grad. Sch. of Inf. Sci. & Electr. Eng., Kyushu Univ., Fukuoka
Abstract :
The present paper describes a decision method for the placement of tactile elements for manipulation task recognition. Based on the mutual information of the manipulation tasks and tactile information, an effective placement of tactile elements on a sensing glove is determined. Although the effective placement consists of a small number of tactile elements, it has a recognition performance that is as high as that of a placement consisting of many tactile elements. The effective placement of tactile elements decided by the proposed method has been evaluated through experiments involving the recognition of grasp type from grasp taxonomy defined by Kamakura et al., (1980).
Keywords :
data gloves; tactile sensors; decision method; grasp taxonomy; manipulation task recognition; mutual information; sensing glove; tactile information; tactile sensors; Educational robots; Fingers; Humans; Information science; Motion measurement; Mutual information; Robot kinematics; Robotics and automation; Tactile sensors; USA Councils;
Conference_Titel :
Robotics and Automation, 2008. ICRA 2008. IEEE International Conference on
Conference_Location :
Pasadena, CA
Print_ISBN :
978-1-4244-1646-2
Electronic_ISBN :
1050-4729
DOI :
10.1109/ROBOT.2008.4543436