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
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