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Paper Abstract and Keywords
Presentation 2018-08-27 10:25
Study on Physics-guided Learning of Deep Neural Network
Junya Tanaka (Osaka Univ), Tomohiko Tomita (Kumamoto Univ), Masayuki Numao, Ken-ichi Fukui (Osaka Univ) AI2018-14
Abstract (in Japanese) (See Japanese page) 
(in English) Machine learning, especially deep learning, have a disadvantage that learning models become complicated and it becomes difficult to understand for the human. Especially in the field of natural sciences exploring the principle, even if high prediction and classification accuracy are obtained, it can not be said that a useful model could be acquired unless the model has descriptivity. In this paper, we develop the useful method with high readability by combining the machine learning model and physical model used in the natural science fields.
Keyword (in Japanese) (See Japanese page) 
(in English) Thermal Wind Equation / Physical Model / Neural Network / Geostrophic Wind / / / /  
Reference Info. IEICE Tech. Rep., vol. 118, no. 197, AI2018-14, pp. 7-12, Aug. 2018.
Paper # AI2018-14 
Date of Issue 2018-08-20 (AI) 
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 AI2018-14

Conference Information
Committee AI  
Conference Date 2018-08-27 - 2018-08-27 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To AI 
Conference Code 2018-08-AI 
Language Japanese without English title) 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Study on Physics-guided Learning of Deep Neural Network 
Sub Title (in English)  
Keyword(1) Thermal Wind Equation  
Keyword(2) Physical Model  
Keyword(3) Neural Network  
Keyword(4) Geostrophic Wind  
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1st Author's Name Junya Tanaka  
1st Author's Affiliation Osaka University (Osaka Univ)
2nd Author's Name Tomohiko Tomita  
2nd Author's Affiliation Kumamoto University (Kumamoto Univ)
3rd Author's Name Masayuki Numao  
3rd Author's Affiliation Osaka University (Osaka Univ)
4th Author's Name Ken-ichi Fukui  
4th Author's Affiliation Osaka University (Osaka Univ)
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Speaker Author-1 
Date Time 2018-08-27 10:25:00 
Presentation Time 25 minutes 
Registration for AI 
Paper # AI2018-14 
Volume (vol) vol.118 
Number (no) no.197 
Page pp.7-12 
#Pages
Date of Issue 2018-08-20 (AI) 


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