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
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;
Conference_Titel :
Industrial Electronics Society, IECON 2013 - 39th Annual Conference of the IEEE
Conference_Location :
Vienna
DOI :
10.1109/IECON.2013.6700520