Information: Join today and make your research activities more affordable! Technical workshop participation fees and annual registration fees are available at member rates.
Notice: [Important] Announcement of Changes to Registration Fee Payment and Manuscript Upload Procedures for IEICE Technical Meetings
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 2024-09-05 13:25
Improved LSTM Autoencoder for ECG Measured Through Clothes
Ishii Yuuma (TDU), Itoh Yoshitaka (HUS), Kudo Iori, Ueno Akinori, Adachi Masaharu (TDU) NLP2024-44
Abstract (in Japanese) (See Japanese page) 
(in English) In the previous research, a method was investigated using an electrocardiogram(ECG) measuring device that can be passed through cloth using capacitive sensing of electrocardiographic potential through cloth, and classifying the obtained electrocardiograms containing noise using an LSTM autoencoder. However, in this previous study, it was found that the seeds of the pseudorandom numbers were fixed and that there were gaps in the cutout of the data used, and it was found that the same level of accuracy could not be guaranteed with other data. In this study, the data was modified, multiple pseudorandom number seeds were taken, the average was measured, and trends in the results were observed. As a result, abnormalities were detected with a sensitivity of 98.8% when passing through a single sheet of cloth.
Keyword (in Japanese) (See Japanese page) 
(in English) electrocardiogram(ECG) / LSTM / Autoencoder / capacitive sensing of electrocardiographic potential / / / /  
Reference Info. IEICE Tech. Rep., vol. 124, no. 178, NLP2024-44, pp. 18-20, Sept. 2024.
Paper # NLP2024-44 
Date of Issue 2024-08-29 (NLP) 
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 NLP2024-44

Conference Information
Committee NLP  
Conference Date 2024-09-05 - 2024-09-06 
Place (in Japanese) (See Japanese page) 
Place (in English) Takayama City Library 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Nonlinear Problems, etc. 
Paper Information
Registration To NLP 
Conference Code 2024-09-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Improved LSTM Autoencoder for ECG Measured Through Clothes 
Sub Title (in English)  
Keyword(1) electrocardiogram(ECG)  
Keyword(2) LSTM  
Keyword(3) Autoencoder  
Keyword(4) capacitive sensing of electrocardiographic potential  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Ishii Yuuma  
1st Author's Affiliation Tokyo Denki University (TDU)
2nd Author's Name Itoh Yoshitaka  
2nd Author's Affiliation Hokkaido University of Sience (HUS)
3rd Author's Name Kudo Iori  
3rd Author's Affiliation Tokyo Denki University (TDU)
4th Author's Name Ueno Akinori  
4th Author's Affiliation Tokyo Denki University (TDU)
5th Author's Name Adachi Masaharu  
5th Author's Affiliation Tokyo Denki University (TDU)
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 ()
21st Author's Name  
21st Author's Affiliation ()
22nd Author's Name  
22nd Author's Affiliation ()
23rd Author's Name  
23rd Author's Affiliation ()
24th Author's Name  
24th Author's Affiliation ()
25th Author's Name  
25th Author's Affiliation ()
26th Author's Name / /
26th Author's Affiliation ()
()
27th Author's Name / /
27th Author's Affiliation ()
()
28th Author's Name / /
28th Author's Affiliation ()
()
29th Author's Name / /
29th Author's Affiliation ()
()
30th Author's Name / /
30th Author's Affiliation ()
()
31st Author's Name / /
31st Author's Affiliation ()
()
32nd Author's Name / /
32nd Author's Affiliation ()
()
33rd Author's Name / /
33rd Author's Affiliation ()
()
34th Author's Name / /
34th Author's Affiliation ()
()
35th Author's Name / /
35th Author's Affiliation ()
()
36th Author's Name / /
36th Author's Affiliation ()
()
Speaker Author-1 
Date Time 2024-09-05 13:25:00 
Presentation Time 25 minutes 
Registration for NLP 
Paper # NLP2024-44 
Volume (vol) vol.124 
Number (no) no.178 
Page pp.18-20 
#Pages 3 
Date of Issue 2024-08-29 (NLP) 

[Return to Top Page]

[Return to IEICE Web Page]
The Institute of Electronics, Information and Communication Engineers (IEICE), Japan