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Paper Abstract and Keywords
Presentation 2019-06-20 13:00
Overestimation of Artificial Neural Network and Volterra Series Transfer Function in PRBS Based Signal Quality Evaluation
Kai Ikuta, Yuta Otsuka, Yuta Fukumoto, Moriya Nakamura (Meiji Univ.) OCS2019-13
Abstract (in Japanese) (See Japanese page) 
(in English) We compared overestimation problem of Volterra series transfer function (VSTF) with that of artificial neural network (ANN). We observed that not only ANN but also VSTF predict the pattern of pseudo-random binary sequence (PRBS). When the VSTF was trained on PRBS9, PRBS11, and PRBS15, the number of taps, with which VSTF started to predict the PRBS, was the same as that of ANN. However, VSTF using only first and third order Volterra kernels required a larger number of taps to predict the pattern of PRBS in comparison with the VSTF wth first, second, and third order Volterra kernels.
Keyword (in Japanese) (See Japanese page) 
(in English) Optical nonlinear compensation / Artificial neural network / Volterra series transfer function / Over-training / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 93, OCS2019-13, pp. 17-20, June 2019.
Paper # OCS2019-13 
Date of Issue 2019-06-13 (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 OCS2019-13

Conference Information
Committee OCS PN NS  
Conference Date 2019-06-20 - 2019-06-21 
Place (in Japanese) (See Japanese page) 
Place (in English) MALIOS（Morioka） 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Photonic network system, Optical network operation and administration, Optical network design, Traffic engineering, Signaling, GMPLS, Inter-domain route control, Network monitoring, Optical amplifier and Optical repeater, Optical crossconect (OXC) and Optical add/drop multiplexer (OADM), Optical multiplexing/demultiplexing equipment, Optical signal processing, Optical terminal equipment, Digital signal processing and error correction, Optical communication measurement, Core/metro system, Seafloor transmission system, Optical access system and NG-PON, Ethernet, Optical transport network (OTN), Transmission monitoring and control, Optical transmission system design and tool, Mobile and Mobile-optical cooperation, etc. 
Paper Information
Registration To OCS 
Conference Code 2019-06-OCS-PN-NS 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Overestimation of Artificial Neural Network and Volterra Series Transfer Function in PRBS Based Signal Quality Evaluation 
Sub Title (in English)  
Keyword(1) Optical nonlinear compensation  
Keyword(2) Artificial neural network  
Keyword(3) Volterra series transfer function  
Keyword(4) Over-training  
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1st Author's Name Kai Ikuta  
1st Author's Affiliation Meiji University (Meiji Univ.)
2nd Author's Name Yuta Otsuka  
2nd Author's Affiliation Meiji University (Meiji Univ.)
3rd Author's Name Yuta Fukumoto  
3rd Author's Affiliation Meiji University (Meiji Univ.)
4th Author's Name Moriya Nakamura  
4th Author's Affiliation Meiji University (Meiji Univ.)
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Speaker Author-1 
Date Time 2019-06-20 13:00:00 
Presentation Time 25 minutes 
Registration for OCS 
Paper # OCS2019-13 
Volume (vol) vol.119 
Number (no) no.93 
Page pp.17-20 
#Pages 4 
Date of Issue 2019-06-13 (OCS) 

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