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Paper Abstract and Keywords
Presentation 2025-12-16 10:30
Analysis of TM-polarized Plane Wave Scattering by a Dielectric Cylinder Using Physics-Informed Neural Networks
Kenichi Ishida, Tsuyoshi Matsuoka (Kyushu Sangyo Univ.) EMT2025-54
Abstract (in Japanese) (See Japanese page) 
(in English) In recent years, numerous examples of numerical analysis using physics-informed neural networks (PINNs), which incorporate partial differential equations into the loss function of neural networks, have been reported across various fields of physical modeling. When considering the application of PINNs to inverse scattering problems, it is essential to carefully examine the architecture of the neural network. In this study, we apply a PINN to the scattering problem of a TM-polarized electromagnetic plane wave by a dielectric cylinder. As a first trial, we examine the effectiveness of this approach through numerical examples involving a canonical case of scattering by a dielectric cylinder.
Keyword (in Japanese) (See Japanese page) 
(in English) scattering / dielectric cylinder / neural network / machine learning / Helmholtz equation / / /  
Reference Info. IEICE Tech. Rep., vol. 125, no. 294, EMT2025-54, pp. 7-10, Dec. 2025.
Paper # EMT2025-54 
Date of Issue 2025-12-09 (EMT) 
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 EMT2025-54

Conference Information
Committee EMT IEE-EMT  
Conference Date 2025-12-16 - 2025-12-17 
Place (in Japanese) (See Japanese page) 
Place (in English) Nihon Univ. Surugadai Campus 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Electromagnetic Theory, etc. 
Paper Information
Registration To EMT 
Conference Code 2025-12-EMT-EMT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Analysis of TM-polarized Plane Wave Scattering by a Dielectric Cylinder Using Physics-Informed Neural Networks 
Sub Title (in English)  
Keyword(1) scattering  
Keyword(2) dielectric cylinder  
Keyword(3) neural network  
Keyword(4) machine learning  
Keyword(5) Helmholtz equation  
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1st Author's Name Kenichi Ishida  
1st Author's Affiliation Kyushu Sangyo University (Kyushu Sangyo Univ.)
2nd Author's Name Tsuyoshi Matsuoka  
2nd Author's Affiliation Kyushu Sangyo University (Kyushu Sangyo Univ.)
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Speaker Author-1 
Date Time 2025-12-16 10:30:00 
Presentation Time 25 minutes 
Registration for EMT 
Paper # EMT2025-54 
Volume (vol) vol.125 
Number (no) no.294 
Page pp.7-10 
#Pages 4 
Date of Issue 2025-12-09 (EMT) 

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