Presentation | 2011-10-13 筋疲労を考慮した表面筋電位からのロバスト指動作識別(一般,複合現実感,仮想都市,及び一般) Keisuke ISHIKAWA, Masashi TODA, Shigeru SAKURAZAWA, Junichi AKITA, Kazuaki KONDO, Yuichi NAKAMURA, |
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Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | Now, finger motion classification using surface electromyogram signals(EMG) is applied to a myoelectric prosthetic hand is often used to pattern classification methods. It can classify the motion with great accuracy. However, it has the problem that classification precision falls to change the feature quantity of EMG with the muscle fatigure. In this study, we have addressd this problem, and aims to the robust finger motion classification to the change of EMG feature to the muscle fatige. In this paper, we tested the change of EMG feature before and after the muscle fatigue and the accuracy of the finger motion classification using SVM considering muscle fatigue. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Surface electromyograms singnals(EMG) / motion classification / muscle fatigue / support vector machine(SVM) |
Paper # | MVE2011-32 |
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Committee | MVE |
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Conference Date | 2011/10/6(1days) |
Place (in Japanese) | (See Japanese page) |
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Topics (in Japanese) | (See Japanese page) |
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Registration To | Media Experience and Virtual Environment (MVE) |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
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Keyword(1) | Surface electromyograms singnals(EMG) |
Keyword(2) | motion classification |
Keyword(3) | muscle fatigue |
Keyword(4) | support vector machine(SVM) |
1st Author's Name | Keisuke ISHIKAWA |
1st Author's Affiliation | Graduate School of Systems Information Science, Future University Hakodate() |
2nd Author's Name | Masashi TODA |
2nd Author's Affiliation | School of Systems Information Science, Future University Hakodate |
3rd Author's Name | Shigeru SAKURAZAWA |
3rd Author's Affiliation | School of Systems Information Science, Future University Hakodate |
4th Author's Name | Junichi AKITA |
4th Author's Affiliation | Faculty of Engineering, Kanazawa University |
5th Author's Name | Kazuaki KONDO |
5th Author's Affiliation | Academic Center for Computing and Media Studies, Kyoto University |
6th Author's Name | Yuichi NAKAMURA |
6th Author's Affiliation | Academic Center for Computing and Media Studies, Kyoto University |
Date | 2011-10-13 |
Paper # | MVE2011-32 |
Volume (vol) | vol.111 |
Number (no) | 235 |
Page | pp.pp.- |
#Pages | 5 |
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