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Paper Abstract and Keywords
Presentation 2026-07-10 11:30
Constructing a neural network model with the physical law of a surface source excited on a perfectly conducting object
Kazuhiro Fujita (Saitama IT) EMT2026-34 MW2026-57 OPE2026-40 EST2026-38 MWPTHz2026-49
Abstract (in Japanese) (See Japanese page) 
(in English) The author has been working on the development of neural network methods based on partial differential equations (PDEs) describing the physics of electromagnetic fields inside a computational domain. In this work, to reduce sampling points in the loss function, we investigate an approach for building a neural network model by the physical law of a surface source induced on a perfectly conducting object.
Keyword (in Japanese) (See Japanese page) 
(in English) Neural Networks / Deep Learning / Physical Law / Integral Equation / Partial Differential Equation / / /  
Reference Info. IEICE Tech. Rep., vol. 126, no. 99, EST2026-38, pp. 162-165, July 2026.
Paper # EST2026-38 
Date of Issue 2026-07-02 (EMT, MW, OPE, EST, MWPTHz) 
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 EMT2026-34 MW2026-57 OPE2026-40 EST2026-38 MWPTHz2026-49

Conference Information
Committee OPE EST MWPTHz MW EMT IEE-EMT  
Conference Date 2026-07-09 - 2026-07-10 
Place (in Japanese) (See Japanese page) 
Place (in English) Kushiro Chamber of Commerce and Industry 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Workshop on Optical and Microwave technologies 
Paper Information
Registration To EST 
Conference Code 2026-07-OPE-EST-MWPTHz-MW-EMT-EMT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Constructing a neural network model with the physical law of a surface source excited on a perfectly conducting object 
Sub Title (in English)  
Keyword(1) Neural Networks  
Keyword(2) Deep Learning  
Keyword(3) Physical Law  
Keyword(4) Integral Equation  
Keyword(5) Partial Differential Equation  
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1st Author's Name Kazuhiro Fujita  
1st Author's Affiliation Saitama Institute of Technology (Saitama IT)
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Speaker Author-1 
Date Time 2026-07-10 11:30:00 
Presentation Time 25 minutes 
Registration for EST 
Paper # EMT2026-34, MW2026-57, OPE2026-40, EST2026-38, MWPTHz2026-49 
Volume (vol) vol.126 
Number (no) no.96(EMT), no.97(MW), no.98(OPE), no.99(EST), no.100(MWPTHz) 
Page pp.162-165 
#Pages 4 
Date of Issue 2026-07-02 (EMT, MW, OPE, EST, MWPTHz) 

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