| Paper Abstract and Keywords |
| Presentation |
2026-01-28 13:50
EEG Classification of Kinesthetic and Visual Motor Imagery during Motor Execution Hiromu Aoki, Yasuhiro Wada, Isao Nambu (NUT) NLP2025-90 MBE2025-30 NC2025-52 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
For practical applications of brain-computer interfaces, it is important to investigate the characteristics of EEG of motor imagery performed during motor execution (ME).Present study investigated the differences in EEG data recorded while 10 participants performed right-hand grasping movements along with either KMI or VMI. Time-frequency analysis revealed a trend of larger event-related desynchronization (ERD) when performing VMI during ME in the parietal, posterior temporal, and occipital regions. Additionally, the topographical maps of alpha-band power showed negative similarity between KMI and VMI, suggesting different spatial features. Single-trial classification using support vector machines (SVM) achieved accuracies exceeding 60% in 40% of participants. These results suggest that KMI and VMI elicit different EEG responses even during ME, making it possible to classify the type of motor imagery. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
EEG / Kinesthetic Motor Imagery / Visual Motor Imagery / Event-Related Desynchronization / Brain-Computer Interface / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 346, NC2025-52, pp. 34-38, Jan. 2026. |
| Paper # |
NC2025-52 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |
| ISSN |
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 |
NLP2025-90 MBE2025-30 NC2025-52 |
| Conference Information |
| Committee |
NC MBE NLP IEE-MBE |
| Conference Date |
2026-01-28 - 2026-01-30 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Kyushu Institute of Technology, Wakamatsu Campus |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
NC, NLP, ME, etc. |
| Paper Information |
| Registration To |
NC |
| Conference Code |
2026-01-NC-MBE-NLP-MBE |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
EEG Classification of Kinesthetic and Visual Motor Imagery during Motor Execution |
| Sub Title (in English) |
|
| Keyword(1) |
EEG |
| Keyword(2) |
Kinesthetic Motor Imagery |
| Keyword(3) |
Visual Motor Imagery |
| Keyword(4) |
Event-Related Desynchronization |
| Keyword(5) |
Brain-Computer Interface |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Hiromu Aoki |
| 1st Author's Affiliation |
Nagaoka University of Technology (NUT) |
| 2nd Author's Name |
Yasuhiro Wada |
| 2nd Author's Affiliation |
Nagaoka University of Technology (NUT) |
| 3rd Author's Name |
Isao Nambu |
| 3rd Author's Affiliation |
Nagaoka University of Technology (NUT) |
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| Speaker |
Author-1 |
| Date Time |
2026-01-28 13:50:00 |
| Presentation Time |
25 minutes |
| Registration for |
NC |
| Paper # |
NLP2025-90, MBE2025-30, NC2025-52 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.344(NLP), no.345(MBE), no.346(NC) |
| Page |
pp.34-38 |
| #Pages |
5 |
| Date of Issue |
2026-01-21 (NLP, MBE, NC) |