DocumentCode :
1615956
Title :
Recognition of Wrist Motion Pattern by EMG
Author :
Oyama, Tsutomu ; Matsumura, Yoshiyuki ; Karungaru, Stephen ; Mitsukura, Yasue ; Fukumi, Minoru
Author_Institution :
Dept. of Inf. & Sci. Intelligent Syst., Tokushima Univ.
fYear :
2006
Firstpage :
599
Lastpage :
603
Abstract :
Recently, studies of artificial arms and pointing devices using ElectroMyoGram (EMG) have been actively done. However, the individual variation of EMG is large, and its repeatability is low. Furthermore, EMG is usually measured from a part with comparatively big muscular fibers such as arms and shoulders. Therefore, if we can recognize wrist operations using EMG which was measured from the wrist, the range of application can extend furthermore. In this study, we aim toward the development of a device of wristwatch type that consolidates operational interface of various equipments. In particular, as an early stage, we propose a wrist motion recognition system. First, we execute the Fourier transform to the signal for feature extraction. Next, we experiment it by using neural networks after the dimensional reduction by using simple-PCA and simple-FLDA to reduce the number of inputs to NN. It was confirmed that the present approach was one of the techniques which were effective in the wrist recognition experiment
Keywords :
Fourier transforms; bioelectric phenomena; biomedical equipment; electromyography; feature extraction; medical signal processing; neural nets; principal component analysis; EMG; FLDA; Fourier transform; PCA; artificial arm; electromyography; feature extraction; muscular fiber; neural network; pointing device; principal component analysis; wrist motion pattern recognition; Approximation algorithms; Arm; Electromyography; Feature extraction; Fourier transforms; Neural networks; Optical fiber devices; Pattern recognition; Signal processing; Wrist; EMG; Neural Network; Online-Tuning; Simple-FLDA; Simple-PCA;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
SICE-ICASE, 2006. International Joint Conference
Conference_Location :
Busan
Print_ISBN :
89-950038-4-7
Electronic_ISBN :
89-950038-5-5
Type :
conf
DOI :
10.1109/SICE.2006.315705
Filename :
4108901
Link To Document :
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