DocumentCode :
667056
Title :
Human touch behavior classification to therapy robot using SOM
Author :
Makino, Kosuke ; Samarathunga, Wasantha ; Abdelrahman, Hubais ; Jin-Hua She ; Ohyama, Yasuhiro ; Hashimoto, Hiroya
Author_Institution :
Grad. Sch. of Med. & Eng., Univ. of Yamanashi, Kofu, Japan
fYear :
2013
fDate :
10-13 Nov. 2013
Firstpage :
8283
Lastpage :
8287
Abstract :
In this research, a classification method for human touching behaviors to haptic therapy robot is proposed. It is difficult to apply explicit discrete representation for human touch behaviors such as “slap”, “pat” due to the existence of intermediate touch behavioral patterns. Therefore a new classification approach for human touch behaviors using Self Organizing Map (SOM) is proposed, using its ability to classify the nearby data in to a group. Further in this research the axis of out put maps are defined to be meaningful by specifying the initial placement of the input data during the training process.
Keywords :
emotion recognition; haptic interfaces; human-robot interaction; medical robotics; patient treatment; pattern classification; self-organising feature maps; SOM; classification approach; classification method; discrete representation; haptic therapy robot; human touch behavior classification; intermediate touch behavioral pattern; self organizing map; slap; Animals; Medical treatment; Organizing; Tactile sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Industrial Electronics Society, IECON 2013 - 39th Annual Conference of the IEEE
Conference_Location :
Vienna
ISSN :
1553-572X
Type :
conf
DOI :
10.1109/IECON.2013.6700520
Filename :
6700520
Link To Document :
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