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Paper Abstract and Keywords
Presentation 2023-01-23 15:20
[Invited Talk] Application of AI Technology for Sophisticated Operation of Optical Networks
Yuji Kobayashi, Jun Kodama, Takehiko Mizoguchi, Yoshiaki Sakae, Yasuhiro Ajiro, Morihiko Ota (NEC) PN2022-35 EMT2022-73 MWPTHz2022-61
Abstract (in Japanese) (See Japanese page) 
(in English) “Beyond 5G” is expected to be an infrastructure that will play a central role in a cyber-physical society such as “Society 5.0”, Japan's vision for the future society. Autonomous control of optical communication systems is one of the key themes, and the application of machine learning technology (ML) in the optical communication domain has been increasingly attracting attention in recent years. Therefore, for readers who are considering application of ML in the field of optical communications, this paper describes the basic flow and key points for ML implementation, previous works of ML application in the field of optical communications, and, as a more advanced content, the issue of model accuracy deterioration in the continuous operation of ML and solution methods. Finally, we present the prospects for the application of ML, which the authors plan to develop in a national project for the realization of Beyond 5G.
Keyword (in Japanese) (See Japanese page) 
(in English) AI / Machine Learning / Optical Communication / Network / Operation and Management / Tutorial / Beyond 5G /  
Reference Info. IEICE Tech. Rep., vol. 122, no. 350, PN2022-35, pp. 22-29, Jan. 2023.
Paper # PN2022-35 
Date of Issue 2023-01-16 (PN, EMT, MWPTHz) 
ISSN Online edition: ISSN 2432-6380
Copyright
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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 PN2022-35 EMT2022-73 MWPTHz2022-61

Conference Information
Committee MWPTHz PN EMT IEE-EMT  
Conference Date 2023-01-23 - 2023-01-24 
Place (in Japanese) (See Japanese page) 
Place (in English)  
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To PN 
Conference Code 2023-01-MWPTHz-PN-EMT-EMT 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Application of AI Technology for Sophisticated Operation of Optical Networks 
Sub Title (in English)  
Keyword(1) AI  
Keyword(2) Machine Learning  
Keyword(3) Optical Communication  
Keyword(4) Network  
Keyword(5) Operation and Management  
Keyword(6) Tutorial  
Keyword(7) Beyond 5G  
Keyword(8)  
1st Author's Name Yuji Kobayashi  
1st Author's Affiliation NEC Corporation (NEC)
2nd Author's Name Jun Kodama  
2nd Author's Affiliation NEC Corporation (NEC)
3rd Author's Name Takehiko Mizoguchi  
3rd Author's Affiliation NEC Corporation (NEC)
4th Author's Name Yoshiaki Sakae  
4th Author's Affiliation NEC Corporation (NEC)
5th Author's Name Yasuhiro Ajiro  
5th Author's Affiliation NEC Corporation (NEC)
6th Author's Name Morihiko Ota  
6th Author's Affiliation NEC Corporation (NEC)
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Speaker Author-1 
Date Time 2023-01-23 15:20:00 
Presentation Time 50 minutes 
Registration for PN 
Paper # PN2022-35, EMT2022-73, MWPTHz2022-61 
Volume (vol) vol.122 
Number (no) no.350(PN), no.351(EMT), no.352(MWPTHz) 
Page pp.22-29 
#Pages
Date of Issue 2023-01-16 (PN, EMT, MWPTHz) 


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