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Paper Abstract and Keywords
Presentation 2019-07-18 10:00
Study on efficient optimal design of directional coupler type optical devices utilizing neural network
Koji Kudo, Yasuhide Tsuji (Muroran Inst. of Tech.) EMT2019-20 MW2019-33 OPE2019-24 EST2019-22 MWP2019-20
Abstract (in Japanese) (See Japanese page) 
(in English) We study on efficient optimal design of optical devices utilizing neural network.
By making the neural network learn a lot of device structures and their characteristics,the efficiency of the characteristic analysis can be improved by skipping numerical simulations,and more efficient optimal design can be performed.
In this paper, we consider a design of directional coupler type optical devices and analyze it using the coupled mode theory (CMT).
Efficient evaluation of a device characteristic is made possible by calculating the phase constant mismatch and mode coupling coefficient required in the CMT analysis by using a neural network.
And an optimal design utilizing evolutionary method is studied, where hybrid firefly algorithm (HFA) which combine differential evolution (DE) and firefly algorithm (FA) is employed.
Keyword (in Japanese) (See Japanese page) 
(in English) neural network / directional coupler / coupled mode theory / evolutionary method / / / /  
Reference Info. IEICE Tech. Rep., vol. 119, no. 129, EST2019-22, pp. 85-89, July 2019.
Paper # EST2019-22 
Date of Issue 2019-07-11 (EMT, MW, OPE, EST, MWP) 
ISSN Print edition: ISSN 0913-5685  Online edition: ISSN 2432-6380
Copyright
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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 EMT2019-20 MW2019-33 OPE2019-24 EST2019-22 MWP2019-20

Conference Information
Committee MW EST OPE MWP EMT IEE-EMT THz  
Conference Date 2019-07-18 - 2019-07-19 
Place (in Japanese) (See Japanese page) 
Place (in English) Hakodate City Central Library 
Topics (in Japanese) (See Japanese page) 
Topics (in English) Light wave & Electromagnetic Wave Workshop 
Paper Information
Registration To EST 
Conference Code 2019-07-MW-EST-OPE-MWP-EMT-EMT-THz 
Language Japanese 
Title (in Japanese) (See Japanese page) 
Sub Title (in Japanese) (See Japanese page) 
Title (in English) Study on efficient optimal design of directional coupler type optical devices utilizing neural network 
Sub Title (in English)  
Keyword(1) neural network  
Keyword(2) directional coupler  
Keyword(3) coupled mode theory  
Keyword(4) evolutionary method  
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1st Author's Name Koji Kudo  
1st Author's Affiliation Muroran Institute of Technology (Muroran Inst. of Tech.)
2nd Author's Name Yasuhide Tsuji  
2nd Author's Affiliation Muroran Institute of Technology (Muroran Inst. of Tech.)
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Speaker
Date Time 2019-07-18 10:00:00 
Presentation Time 25 
Registration for EST 
Paper # IEICE-EMT2019-20,IEICE-MW2019-33,IEICE-OPE2019-24,IEICE-EST2019-22,IEICE-MWP2019-20 
Volume (vol) IEICE-119 
Number (no) no.126(EMT), no.127(MW), no.128(OPE), no.129(EST), no.130(MWP) 
Page pp.85-89 
#Pages IEICE-5 
Date of Issue IEICE-EMT-2019-07-11,IEICE-MW-2019-07-11,IEICE-OPE-2019-07-11,IEICE-EST-2019-07-11,IEICE-MWP-2019-07-11 


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