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Paper Abstract and Keywords
Presentation 2020-01-16 15:20
[Special Invited Talk] Applications of Machine Learning to Nonlinear Compensation and Nonlinear Transmission Technologies in Optical Fiber Communication
Ken Mishina, Daisuke Hisano, Akihiro Maruta (Osaka Univ.) CS2019-91
Abstract (in Japanese) (See Japanese page) 
(in English) Machine learning (ML) is expected to be a promising technology to promote innovations in optical communications. A number of applications of ML have been reported in different aspects of optical communications such as nonlinearity compensation, performance monitoring, network failure prediction and so on. In this report, we review ML-based technologies for nonlinearity compensation, and reprot on ML-based demodulation method for nonlinear transmission system.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine Learning / Nonlinearity Compensation / Nonlinear Transmission Technology / / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 365, CS2019-91, pp. 17-22, Jan. 2020.
Paper # CS2019-91 
Date of Issue 2020-01-09 (CS) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
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)
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Conference Information
Committee CS OCS  
Conference Date 2020-01-16 - 2020-01-17 
Place (in Japanese) (See Japanese page) 
Place (in English) Beppu Housensou Hotel (Oita Pref.) 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To CS 
Conference Code 2020-01-CS-OCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Applications of Machine Learning to Nonlinear Compensation and Nonlinear Transmission Technologies in Optical Fiber Communication 
Sub Title (in English)
Keyword(1) Machine Learning  
Keyword(2) Nonlinearity Compensation  
Keyword(3) Nonlinear Transmission Technology  
1st Author's Name Ken Mishina  
1st Author's Affiliation Osaka University (Osaka Univ.)
2nd Author's Name Daisuke Hisano  
2nd Author's Affiliation Osaka University (Osaka Univ.)
3rd Author's Name Akihiro Maruta  
3rd Author's Affiliation Osaka University (Osaka Univ.)
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Date Time 2020-01-16 15:20:00 
Presentation Time 45 
Registration for CS 
Paper # IEICE-CS2019-91 
Volume (vol) IEICE-119 
Number (no) no.365 
Page pp.17-22 
#Pages IEICE-6 
Date of Issue IEICE-CS-2020-01-09 

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