Presentation | 2006/6/29 Recognition of Wrist Motion Pattern by EMG Tadahiro OYAMA, Yuji MATSUMURA, Stephen KARUNGARU, Yasue MITSUKURA, Minoru FUKUMI, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | 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 will 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 it was one of the techniques which were effective in the wrist recognition experiment. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | EMG / Neural Network / Simple-PCA / Simple-FLDA |
Paper # | HIP2006-40 |
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Committee | HIP |
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Conference Date | 2006/6/29(1days) |
Place (in Japanese) | (See Japanese page) |
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Registration To | Human Information Processing (HIP) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Recognition of Wrist Motion Pattern by EMG |
Sub Title (in English) | |
Keyword(1) | EMG |
Keyword(2) | Neural Network |
Keyword(3) | Simple-PCA |
Keyword(4) | Simple-FLDA |
1st Author's Name | Tadahiro OYAMA |
1st Author's Affiliation | The University of Tokushima() |
2nd Author's Name | Yuji MATSUMURA |
2nd Author's Affiliation | The University of Tokushima |
3rd Author's Name | Stephen KARUNGARU |
3rd Author's Affiliation | The University of Tokushima |
4th Author's Name | Yasue MITSUKURA |
4th Author's Affiliation | Tokyo University of Agriculture and Technology |
5th Author's Name | Minoru FUKUMI |
5th Author's Affiliation | The University of Tokushima |
Date | 2006/6/29 |
Paper # | HIP2006-40 |
Volume (vol) | vol.106 |
Number (no) | 143 |
Page | pp.pp.- |
#Pages | 5 |
Date of Issue |