Title :
A Decision Method for Placement of Tactile Elements on a Sensor Glove for the Recognition of Grasp Types
Author :
Murakami, Kouji ; Matsuo, Kazuya ; Hasegawa, Tsutomu ; Kurazume, Ryo
Author_Institution :
Grad. Sch. of Inf. Sci. & Electr. Eng., Kyushu Univ., Fukuoka, Japan
Abstract :
We describe a decision method for effective placement of tactile elements for grasp-type recognition. Not only does the placement decided by our method require a small number of tactile elements, it also achieves recognition performance as high as placements consisting of many elements. The placement decided by the method is evaluated through experiments involving the recognition of grasp type from the two types of grasp taxonomy defined by Cutkosky and Kamakura. The proposed method is extended by applying a decision tree pruning. The pruning is useful for reducing the number of selected tactile elements without badly dropping the recognition rate.
Keywords :
decision trees; dexterous manipulators; pattern recognition; tactile sensors; decision method; decision tree pruning; grasp taxonomy; grasp type recognition; multifingered robotic hand; sensor glove; tactile elements; Grasp-type recognition; human tactile receptor; tactile sensor;
Journal_Title :
Mechatronics, IEEE/ASME Transactions on
DOI :
10.1109/TMECH.2009.2023647