| Paper Abstract and Keywords |
| Presentation |
2015-05-20 12:30
Discrimination of Forearm's Motions using Evaluation Values of Muscular Activity based on Wavelet Coefficients of Surface EMG Kyosuke Yoshimura, Hidetoshi Nagai, Teigo Nakamura (Kyutech) HCS2015-28 HIP2015-28 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We develop a myoelectric forearm prosthesis.
In our previous work, we used wavelet coefficients,
which are extracted at noise reduction based on wavelet shrinkage,
as parameters for recognition.
We reduced the dimension of them to 3-dimension by LFDA,
and got a good result of 5 motions recognition with 4 channels of EMG. However, the method couldn't show a good recognition result about more motions with more channels. On the other hand, RMS, mean power frequency, and so on are generally used to evaluate muscular activity. But it is inefficient to do inverse wavelet transform to get such values. In this paper, we calculate 2 types (signal power and frequency) of evaluation values about muscular activities from wavelet coefficients. And by using them as parameters for recognition, we attempt 9 motions recognition with 8 channels of EMG. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
EMG / wavelet analysis / multi-resolution analysis / wavelet coefficient / myoelectric hand / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 115, no. 36, HIP2015-28, pp. 181-186, May 2015. |
| Paper # |
HIP2015-28 |
| Date of Issue |
2015-05-12 (HCS, HIP) |
| 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 |
HCS2015-28 HIP2015-28 |
| Conference Information |
| Committee |
HCS HIP HI-SIGCOASTER |
| Conference Date |
2015-05-19 - 2015-05-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Okinawa Industry Support Center |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Communication Enhancing, Human Communications, and Human Information Processing |
| Paper Information |
| Registration To |
HIP |
| Conference Code |
2015-05-HCS-HIP-SIGCE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Discrimination of Forearm's Motions using Evaluation Values of Muscular Activity based on Wavelet Coefficients of Surface EMG |
| Sub Title (in English) |
|
| Keyword(1) |
EMG |
| Keyword(2) |
wavelet analysis |
| Keyword(3) |
multi-resolution analysis |
| Keyword(4) |
wavelet coefficient |
| Keyword(5) |
myoelectric hand |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Kyosuke Yoshimura |
| 1st Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 2nd Author's Name |
Hidetoshi Nagai |
| 2nd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
| 3rd Author's Name |
Teigo Nakamura |
| 3rd Author's Affiliation |
Kyushu Institute of Technology (Kyutech) |
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| Speaker |
Author-1 |
| Date Time |
2015-05-20 12:30:00 |
| Presentation Time |
25 minutes |
| Registration for |
HIP |
| Paper # |
HCS2015-28, HIP2015-28 |
| Volume (vol) |
vol.115 |
| Number (no) |
no.35(HCS), no.36(HIP) |
| Page |
pp.181-186 |
| #Pages |
6 |
| Date of Issue |
2015-05-12 (HCS, HIP) |