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 2025-12-11 09:00
Early detection of combustion instability using symbolic dynamics and deep learning.
Gakuto Iizuka, Yusuke Nabae, Hiroshi Gotoda (TUS) NLP2025-52
Abstract (in Japanese) (See Japanese page) 
(in English) We attempt to detect a precursor of thermoacoustic instability using convolutional neural networks (CNN) and convolutional recurrent neural networks (CRNN). These networks take as input either acoustic pressure fluctuations in a swirl stabilized combustor or symbolic recurrence plots (SRPs) images constructed from those pressure fluctuations. We clarify the effectiveness of combining symbolic dynamics with deep learning for an early detection of thermoacoustic instability.
Keyword (in Japanese) (See Japanese page) 
(in English) Thermoacoustic instability / Deep learning / Symbolic dynamics / Swirl stabilized combustor / / / /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 283, NLP2025-52, pp. 1-5, Dec. 2025.
Paper # NLP2025-52 
Date of Issue 2025-12-04 (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 NLP2025-52

Conference Information
Committee NLP  
Conference Date 2025-12-11 - 2025-12-12 
Place (in Japanese) (See Japanese page) 
Place (in English) Kochi Castle Museum of History 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Nonlinear problem, etc 
Paper Information
Registration To NLP 
Conference Code 2025-12-NLP 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Early detection of combustion instability using symbolic dynamics and deep learning. 
Sub Title (in English)  
Keyword(1) Thermoacoustic instability  
Keyword(2) Deep learning  
Keyword(3) Symbolic dynamics  
Keyword(4) Swirl stabilized combustor  
Keyword(5)  
Keyword(6)  
Keyword(7)  
Keyword(8)  
1st Author's Name Gakuto Iizuka  
1st Author's Affiliation Tokyo University of Science (TUS)
2nd Author's Name Yusuke Nabae  
2nd Author's Affiliation Tokyo University of Science (TUS)
3rd Author's Name Hiroshi Gotoda  
3rd Author's Affiliation Tokyo University of Science (TUS)
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 ()
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 2025-12-11 09:00:00 
Presentation Time 20 minutes 
Registration for NLP 
Paper # NLP2025-52 
Volume (vol) vol.125 
Number (no) no.283 
Page pp.1-5 
#Pages 5 
Date of Issue 2025-12-04 (NLP) 

[Return to Top Page]

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