| Paper Abstract and Keywords |
| Presentation |
2015-03-17 10:00
Three-dimensional Fingertip Trajectory Decoded from Electrocorticogram of Human Cerebral Cortex Yasuhiko Nakanishi (Tokyo Tech), Takufumi Yanagisawa (Osaka Univ), Duk Shin, Hiroyuki Kambara, Natsue Yoshimura (Tokyo Tech), Ryohei Fukuma (ATR), Haruhiko Kishima, Masayuki Hirata (Osaka Univ), Yasuharu Koike (Tokyo Tech) MBE2014-151 NC2014-102 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Brain-machine interface technology has a possibility to be applied to practical neuroprosthesis for disabled persons. For example, the trajectory decoding of the human elbow and wrist has been already achieved in various studies. However, the accurate prediction for trajectory of finger motion is still a challengeable problem. We subdurally implanted 90 electrocorticogram (ECoG) electrodes on the human sensorimotor cortex and predicted three-dimensional trajectories of the thumb, index and middle fingers base on the ECoG signals using a sparse linear regression. A participant put her right hand on a table palm-down, tapping the table with one of her thumb, index and middle fingers as tasks. The average of Pearson’s correlation coefficient and normalized root-mean-square error between the predicted and actual trajectories were 0.83-0.90 and 0.24-0.48, respectively. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Brain-machine interface / Electrocorticography (ECoG) / Trajectory prediction / Sensorimotor cortex / Linear regression / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 114, no. 515, NC2014-102, pp. 195-198, March 2015. |
| Paper # |
NC2014-102 |
| Date of Issue |
2015-03-09 (MBE, 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 |
MBE2014-151 NC2014-102 |
| Conference Information |
| Committee |
NC MBE |
| Conference Date |
2015-03-16 - 2015-03-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Tamagawa University |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
ME, etc |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2015-03-NC-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Three-dimensional Fingertip Trajectory Decoded from Electrocorticogram of Human Cerebral Cortex |
| Sub Title (in English) |
|
| Keyword(1) |
Brain-machine interface |
| Keyword(2) |
Electrocorticography (ECoG) |
| Keyword(3) |
Trajectory prediction |
| Keyword(4) |
Sensorimotor cortex |
| Keyword(5) |
Linear regression |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Yasuhiko Nakanishi |
| 1st Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
| 2nd Author's Name |
Takufumi Yanagisawa |
| 2nd Author's Affiliation |
Osaka University (Osaka Univ) |
| 3rd Author's Name |
Duk Shin |
| 3rd Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
| 4th Author's Name |
Hiroyuki Kambara |
| 4th Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
| 5th Author's Name |
Natsue Yoshimura |
| 5th Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
| 6th Author's Name |
Ryohei Fukuma |
| 6th Author's Affiliation |
Advanced Telecommunications Research Institute International (ATR) |
| 7th Author's Name |
Haruhiko Kishima |
| 7th Author's Affiliation |
Osaka University (Osaka Univ) |
| 8th Author's Name |
Masayuki Hirata |
| 8th Author's Affiliation |
Osaka University (Osaka Univ) |
| 9th Author's Name |
Yasuharu Koike |
| 9th Author's Affiliation |
Tokyo Institute of Technology (Tokyo Tech) |
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| Speaker |
Author-1 |
| Date Time |
2015-03-17 10:00:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
MBE2014-151, NC2014-102 |
| Volume (vol) |
vol.114 |
| Number (no) |
no.514(MBE), no.515(NC) |
| Page |
pp.195-198 |
| #Pages |
4 |
| Date of Issue |
2015-03-09 (MBE, NC) |