IEICE Technical Committee Submission System
Conference Paper's Information
Online Proceedings
[Sign in]
Tech. Rep. Archives
 Go Top Page Go Previous   [Japanese] / [English] 

Paper Abstract and Keywords
Presentation 2021-10-28 14:20
A Study on Affective BCI Using Reservoir Computing and Fractal Analysis
Yuuma Matsuda, Masahiro Nakagawa (NUT) MBE2021-22
Abstract (in Japanese) (See Japanese page) 
(in English) Today, the Brain Computer Interface (BCI) using EEG for quantification of sensitivity have been studying, and the deep learning algorithms are being actively used for analysis method. However, the deep learning algorithms require machine power, which is not suitable for implementation and operation of BCI using EEG. In this study, we investigate a simpler and faster method with the Echo State Network (ESN).
The proposed method performs fast classification of EEG data by fractal analysis of time series of ESN middle layer output. As a result, the feasibility of fractal analysis of the ESN is confirmed, and the classification experiments suggest the possibility of constructing the more practical BCI.
Keyword (in Japanese) (See Japanese page) 
(in English) BCI / Electroencephalogram / Fractal / Echo State Network / Emotion evaluation / / /  
Reference Info. IEICE Tech. Rep., vol. 121, no. 222, MBE2021-22, pp. 26-31, Oct. 2021.
Paper # MBE2021-22 
Date of Issue 2021-10-21 (MBE) 
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 MBE2021-22

Conference Information
Committee MBE NC  
Conference Date 2021-10-28 - 2021-10-29 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To MBE 
Conference Code 2021-10-MBE-NC 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) A Study on Affective BCI Using Reservoir Computing and Fractal Analysis 
Sub Title (in English)  
Keyword(1) BCI  
Keyword(2) Electroencephalogram  
Keyword(3) Fractal  
Keyword(4) Echo State Network  
Keyword(5) Emotion evaluation  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Yuuma Matsuda  
1st Author's Affiliation Nagaoka University of Technology (NUT)
2nd Author's Name Masahiro Nakagawa  
2nd Author's Affiliation Nagaoka University of Technology (NUT)
3rd Author's Name  
3rd Author's Affiliation ()
4th Author's Name  
4th Author's Affiliation ()
5th Author's Name  
5th Author's Affiliation ()
6th Author's Name  
6th Author's Affiliation ()
7th Author's Name  
7th Author's Affiliation ()
8th Author's Name  
8th Author's Affiliation ()
9th Author's Name  
9th Author's Affiliation ()
10th Author's Name  
10th Author's Affiliation ()
11th Author's Name  
11th Author's Affiliation ()
12th Author's Name  
12th Author's Affiliation ()
13th Author's Name  
13th Author's Affiliation ()
14th Author's Name  
14th Author's Affiliation ()
15th Author's Name  
15th Author's Affiliation ()
16th Author's Name  
16th Author's Affiliation ()
17th Author's Name  
17th Author's Affiliation ()
18th Author's Name  
18th Author's Affiliation ()
19th Author's Name  
19th Author's Affiliation ()
20th Author's Name  
20th Author's Affiliation ()
Speaker Author-1 
Date Time 2021-10-28 14:20:00 
Presentation Time 25 minutes 
Registration for MBE 
Paper # MBE2021-22 
Volume (vol) vol.121 
Number (no) no.222 
Page pp.26-31 
#Pages
Date of Issue 2021-10-21 (MBE) 


[Return to Top Page]

[Return to IEICE Web Page]


The Institute of Electronics, Information and Communication Engineers (IEICE), Japan