DocumentCode :
1629435
Title :
A study on tactile texture recognition using magnetic type tactile sensor
Author :
Matsumoto, Tad ; Nakamoto, Hiroyuki
Author_Institution :
Hyogo Prefectural Inst. of Technol., Kobe, Japan
fYear :
2013
Firstpage :
477
Lastpage :
481
Abstract :
For the purpose of developing a human-friendly robot, a texture recognition method using tactile sensing in which a magnetic type tactile sensor is used is proposed. The magnetic sensor has soft and elastic structure part which interact with a object and two sensing elements. One is GMR (Giant MagnetoResistance) which can sense displacement of the elastic part. The other is IND (INDuctor) which can sense motion and vibration of elastic part. Support Vector Machine is used to learn texture information. Through some experiments, it is find that each of two sensing elements have strong points in different frequency ranges. Then, it is showed that leaning setting in which adequate frequencies are used in GMR and IND brings high recognition rate.
Keywords :
haptic interfaces; image texture; magnetic sensors; support vector machines; tactile sensors; GMR; Giant MagnetoResistance; elastic structure part; high recognition rate; human-friendly robot; magnetic type tactile sensor; support vector machine; tactile sensing; tactile texture recognition; Force; Magnetoelasticity; Shearing; Skin; Tactile sensors;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
System Integration (SII), 2013 IEEE/SICE International Symposium on
Conference_Location :
Kobe
Type :
conf
DOI :
10.1109/SII.2013.6776725
Filename :
6776725
Link To Document :
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