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A Study on Optimal Design of Optical Devices Utilizing Coupled Mode Theory and Machine Learning
http://hdl.handle.net/10258/00010350
http://hdl.handle.net/10258/000103501fb6493f-7de5-48cc-b5ee-177642947cdd
名前 / ファイル | ライセンス | アクション |
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IEICETE_E103_C_11_552_559 (3.1 MB)
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Item type | 学術雑誌論文 / Journal Article.(1) | |||||||||||||||||
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公開日 | 2020-12-23 | |||||||||||||||||
タイトル | ||||||||||||||||||
言語 | en | |||||||||||||||||
タイトル | A Study on Optimal Design of Optical Devices Utilizing Coupled Mode Theory and Machine Learning | |||||||||||||||||
言語 | ||||||||||||||||||
言語 | eng | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | neural network (NN) | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | coupled mode theory (CMT) | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | directional coupler type photonic devices | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | optimal design | |||||||||||||||||
キーワード | ||||||||||||||||||
言語 | en | |||||||||||||||||
主題Scheme | Other | |||||||||||||||||
主題 | hybrid firefly algorithm | |||||||||||||||||
資源タイプ | ||||||||||||||||||
資源タイプ識別子 | http://purl.org/coar/resource_type/c_6501 | |||||||||||||||||
資源タイプ | journal article | |||||||||||||||||
アクセス権 | ||||||||||||||||||
アクセス権 | open access | |||||||||||||||||
アクセス権URI | http://purl.org/coar/access_right/c_abf2 | |||||||||||||||||
著者 |
KUDO, Koji
× KUDO, Koji× 森本, 佳太× 井口, 亜希人
WEKO
58685
× 辻, 寧英
WEKO
923
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室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||
井口 亜希人(IGUCHI Akito) | ||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/200000200_ja.html | ||||||||||||||||||
室蘭工業大学研究者データベースへのリンク | ||||||||||||||||||
辻 寧英(TSUJI Yasuhide) | ||||||||||||||||||
http://rdsoran.muroran-it.ac.jp/html/100000213_ja.html | ||||||||||||||||||
抄録 | ||||||||||||||||||
内容記述タイプ | Abstract | |||||||||||||||||
内容記述 | We propose a new design approach to improve the computational efficiency of an optimal design of optical waveguide devices utilizing coupled mode theory (CMT) and a neural network (NN). Recently, the NN has begun to be used for efficient optimal design of optical devices. In this paper, the eigenmode analysis required in the CMT is skipped by using the NN, and optimization with an evolutionary algorithm can be efficiently carried out. To verify usefulness of our approach, optimal design examples of a wavelength insensitive 3dB coupler, a 1 : 2 power splitter, and a wavelength demultiplexer are shown and their transmission properties obtained by the CMT with the NN (NN-CMT) are verified by comparing with those calculated by a finite element beam propagation method (FE-BPM). | |||||||||||||||||
言語 | en | |||||||||||||||||
書誌情報 |
en : IEICE Transactions on Electronics 巻 103, 号 11, p. 552-559, 発行日 2020 |
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出版者版へのリンク | ||||||||||||||||||
10.1587/transele.2019ESP0002 | ||||||||||||||||||
https://doi.org/10.1587/transele.2019ESP0002 | ||||||||||||||||||
DOI | ||||||||||||||||||
関連タイプ | isIdenticalTo | |||||||||||||||||
識別子タイプ | DOI | |||||||||||||||||
関連識別子 | 10.1587/transele.2019ESP0002 | |||||||||||||||||
日本十進分類法 | ||||||||||||||||||
主題Scheme | NDC | |||||||||||||||||
主題 | 425 | |||||||||||||||||
ISSN | ||||||||||||||||||
収録物識別子タイプ | PISSN | |||||||||||||||||
収録物識別子 | 0916-8524 | |||||||||||||||||
権利 | ||||||||||||||||||
言語 | en | |||||||||||||||||
権利情報 | © 2020 IEICE | |||||||||||||||||
著者版フラグ | ||||||||||||||||||
出版タイプ | VoR | |||||||||||||||||
出版タイプResource | http://purl.org/coar/version/c_970fb48d4fbd8a85 | |||||||||||||||||
フォーマット | ||||||||||||||||||
内容記述タイプ | Other | |||||||||||||||||
内容記述 | application/pdf |