DocumentCode :
119574
Title :
A myoelectric control interface compensating for electrode displacements
Author :
Kataoka, I. ; Kondo, Toshiaki ; Truong Quang Dang Khoa
Author_Institution :
Dept. of Comput. & Inf. Sci., Tokyo Univ. of Agric. & Technol., Koganei, Japan
fYear :
2014
fDate :
26-27 March 2014
Firstpage :
57
Lastpage :
60
Abstract :
As a control interface for wearable computing devices, we focus on the use of surface electromyography (i.e., EMG), that have been adopted in several human interface research. However, electrode displacements caused by daily attachment/detachment are known as a drawback of the EMGbased interface, since it makes pattern classification unstable. In this study, we carefully investigated the relationship between the electrode displacements and degradation rate of pattern classification. As the result, we found a characteristic of the electrode displacements. According to the finding, we proposed a solution to the problem, which is based on the idea where a wearable device selects an appropriate classification model from the pre-trained classifiers when a user attaches the device. The availability of the proposed model selection method was also confirmed through experiments.
Keywords :
electromyography; interactive devices; signal classification; user interfaces; EMG-based interface; electrode displacements; human interface research; model selection method; myoelectric control interface; pattern classification; surface electromyography; wearable computing devices; Classification algorithms; Electromyography; Electronic mail; Indexes; System-on-chip;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Student Project Conference (ICT-ISPC), 2014 Third ICT International
Conference_Location :
Nakhon Pathom
Print_ISBN :
978-1-4799-5572-5
Type :
conf
DOI :
10.1109/ICT-ISPC.2014.6923217
Filename :
6923217
Link To Document :
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