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Paper Abstract and Keywords
Presentation 2020-01-16 11:15
Generalization Performance of Artificial Neural Network Based Demodulator of Optical Eigenvalue Modulated Signal
Shohei Yamamoto, Ken Mishina, Daisuke Hisano, Akihiro Maruta (Osaka Univ.) OCS2019-68
Abstract (in Japanese) (See Japanese page) 
(in English) Optical eigenvalue modulation scheme has been paid attention because it is unaffected by Kerr-nonlinearity in optical fiber. We have proposed a neural network based demodulation method for optical eigenvalue modulated signal and demonstrated a large power margin improvement compared with the conventional inverse scattering transform based demodulation method. In this report, we investigate a generalization performance against changing transmission system parameters such as transmission distance and carrier frequency offset.
Keyword (in Japanese) (See Japanese page) 
(in English) Machine learning / Inverse scattering transform / Eigenvalue modulation / Neural network / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 366, OCS2019-68, pp. 19-24, Jan. 2020.
Paper # OCS2019-68 
Date of Issue 2020-01-09 (OCS) 
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 OCS2019-68

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) Core and metro system, Submarine telecommunications system, Optical access system and next generation PON, Ethernet, Optical Transport Network (OTN), Transmission monitoring and control, Design and tool for optical transmission system, Co-operation between optical and mobile, etc. 
Paper Information
Registration To OCS 
Conference Code 2020-01-CS-OCS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Generalization Performance of Artificial Neural Network Based Demodulator of Optical Eigenvalue Modulated Signal 
Sub Title (in English)  
Keyword(1) Machine learning  
Keyword(2) Inverse scattering transform  
Keyword(3) Eigenvalue modulation  
Keyword(4) Neural network  
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1st Author's Name Shohei Yamamoto  
1st Author's Affiliation Osaka University (Osaka Univ.)
2nd Author's Name Ken Mishina  
2nd Author's Affiliation Osaka University (Osaka Univ.)
3rd Author's Name Daisuke Hisano  
3rd Author's Affiliation Osaka University (Osaka Univ.)
4th Author's Name Akihiro Maruta  
4th Author's Affiliation Osaka University (Osaka Univ.)
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Speaker Author-1 
Date Time 2020-01-16 11:15:00 
Presentation Time 25 minutes 
Registration for OCS 
Paper # OCS2019-68 
Volume (vol) vol.119 
Number (no) no.366 
Page pp.19-24 
#Pages 6 
Date of Issue 2020-01-09 (OCS) 

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