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Paper Abstract and Keywords
Presentation 2021-08-30 14:00
[Invited Lecture] Optical Link Diagnosis Technology that Applies Deep Learning to DSP Data and its Implementation on an Open Platform
Takafumi Tanaka, Tetsuro Inui, Shingo Kawai (NTT) PN2021-16
Abstract (in Japanese) (See Japanese page) 
(in English) In order to reduce the operational expenditure (OPEX) of optical networks, researches on autonomous optical network operation using artificial intelligence / machine learning technologies have begun to attracting attention. To realize this, it is important to collect data from optical network equipment for understanding network status quickly and accurately, and data analysis and diagnosis technologies to utilize the data for network operation. The paper introduces our works on open platform (whitebox transponder, open interface, software platform) for collecting data from coherent DSP and optical link diagnosis technology that applies deep learning technology to the collected DSP data.
Keyword (in Japanese) (See Japanese page) 
(in English) DSP / Deep learning / Deep neural network / Whitebox / Autonomous optical network / / /  
Reference Info. IEICE Tech. Rep., vol. 121, no. 165, PN2021-16, pp. 28-28, Aug. 2021.
Paper # PN2021-16 
Date of Issue 2021-08-23 (PN) 
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 PN2021-16

Conference Information
Committee PN  
Conference Date 2021-08-30 - 2021-08-31 
Place (in Japanese) (See Japanese page) 
Place (in English) Online 
Topics (in Japanese) (See Japanese page) 
Topics (in English)  
Paper Information
Registration To PN 
Conference Code 2021-08-PN 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Optical Link Diagnosis Technology that Applies Deep Learning to DSP Data and its Implementation on an Open Platform 
Sub Title (in English)  
Keyword(1) DSP  
Keyword(2) Deep learning  
Keyword(3) Deep neural network  
Keyword(4) Whitebox  
Keyword(5) Autonomous optical network  
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1st Author's Name Takafumi Tanaka  
1st Author's Affiliation NTT (NTT)
2nd Author's Name Tetsuro Inui  
2nd Author's Affiliation NTT (NTT)
3rd Author's Name Shingo Kawai  
3rd Author's Affiliation NTT (NTT)
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Speaker Author-1 
Date Time 2021-08-30 14:00:00 
Presentation Time 25 minutes 
Registration for PN 
Paper # PN2021-16 
Volume (vol) vol.121 
Number (no) no.165 
Page p.28 
#Pages 1 
Date of Issue 2021-08-23 (PN) 

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