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| Presentation | 2012-03-14 16:25 Estimation of forearm motion and speed from surface EMG signals using a selective desensitization neural network Ryotaro Hayashi, Atsuo Suemitsu (JAIST)  NC2011-141 |
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| Abstract | (in Japanese) | (See Japanese page) |
| (in English) | In order to operate a myoelectric arm like a healthy arm, not only the forearm motion but also its speed need to be estimated from surface electoromyogram (EMG) signals. In this paper, we construct a new system which can estimate the forearm motion and speed from the EMG signals based on a selective desensitization neural network, which is excellent in generalization ability. The result of an estimation experiment indicates that the constructed system is effective in the accurate estimation of the forearm motion and speed only using a few learning data. |
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| Keyword | (in Japanese) | (See Japanese page) |
| (in English) | Electromyogram (EMG) / Myoelectric arm / Pattern classification / Feature / Selective desensitization neural network (SDNN) / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 111, no. 483, NC2011-141, pp. 117-122, March 2012. | |
| Paper # | NC2011-141 | |
| Date of Issue | 2012-03-07 (NC) | |
| ISSN | Print edition: ISSN 0913-5685 Online edition: ISSN 2432-6380 | |
| Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) | |
| Download PDF | NC2011-141 |
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| Conference Information | |
| Committee | MBE NC |
| Conference Date | 2012-03-14 - 2012-03-16 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Tamagawa University |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Paper Information | |
| Registration To | NC |
| Conference Code | 2012-03-MBE-NC |
| Language | Japanese |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Estimation of forearm motion and speed from surface EMG signals using a selective desensitization neural network |
| Sub Title (in English) | |
| Keyword(1) | Electromyogram (EMG) |
| Keyword(2) | Myoelectric arm |
| Keyword(3) | Pattern classification |
| Keyword(4) | Feature |
| Keyword(5) | Selective desensitization neural network (SDNN) |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 1st Author's Name | Ryotaro Hayashi |
| 1st Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
| 2nd Author's Name | Atsuo Suemitsu |
| 2nd Author's Affiliation | Japan Advanced Institute of Science and Technology (JAIST) |
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| Speaker | Author-1 |
| Date Time | 2012-03-14 16:25:00 |
| Presentation Time | 25 minutes |
| Registration for | NC |
| Paper # | NC2011-141 |
| Volume (vol) | vol.111 |
| Number (no) | no.483 |
| Page | pp.117-122 |
| #Pages | 6 |
| Date of Issue | 2012-03-07 (NC) |
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