DocumentCode :
3586903
Title :
Identification of finger operation using support vector machine and control of myoelectric prosthetic hand based on integrated electromyogram
Author :
Kikuchi, Takeshi ; Ishii, Chiharu
Author_Institution :
Grad. Sch., Dept. of Mech. Eng., Hosei Univ., Tokyo, Japan
fYear :
2014
Firstpage :
1272
Lastpage :
1277
Abstract :
In this paper, we discuss the identification of finger operation and control of the fingers of a myoelectric prosthetic hand. In our proposed design, finger operation is categorized as one of the six types of motion, and on the basis of integrated electromyography (IEMG), the identification of finger operation is performed using a support vector machine-based classifier. In addition, we describe a new method for controlling a myoelectric prosthetic hand with IEMG. It has been reported that the IEMG represents the amount of the activity of a muscle. Experiments were performed to verify the proposed methods.
Keywords :
electromyography; prosthetics; support vector machines; IEMG; control; finger operation; integrated electromyogram; integrated electromyography; myoelectric prosthetic hand; support vector machine-based classifier; Indexes; Muscles; Prosthetic hand; Robots; Support vector machines; Thumb;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Robotics and Biomimetics (ROBIO), 2014 IEEE International Conference on
Type :
conf
DOI :
10.1109/ROBIO.2014.7090508
Filename :
7090508
Link To Document :
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