| Presentation | 2021-07-16 Bayesian Optimization of Three-Dimensional Plasmonic Devices Hiroki Maruyama, Akito Iguchi, Yasuhide Tsuji, Tatsuya Kashiwa, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | We study on an optimal design of three-dimensional plasmonic devices utilizing Bayesian optimization. In order to optimize design variables, various solution search algorithms have been proposed in automatic optimal design so far. One of the typical approaches is a gradient method and it is efficient but easy to be trapped at a local optimum. In addition, it requires sensitivity analysis of the design objective. On the other hand, the evolutionary method can find global optimum and it does not require the sensitivity analysis, however its computational cost is generally high. Therefore, in this study, we present an efficient optimal design approach of plasmonic devices using Bayesian optimization, which has a potential to find global optimum efficiently and require sensitivity analysis. Plasmonic devices are often discussed in two-dimensional structure. In this study, we consider plasmonic device in practical three-dimensional structure. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Plasmonic device / Bayesian optimization / finite element method |
| Paper # | EMT2021-22,MW2021-27,OPE2021-16,EST2021-23,MWP2021-24 |
| Date of Issue | 2021-07-08 (EMT, MW, OPE, EST, MWP) |
| Conference Information | |
| Committee | OPE / MW / IEE-EMT / MWP / EST / EMT |
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| Conference Date | 2021/7/15(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Takaaki Ishigure(Keio Univ.) / Noriharu Suematsu(Tohoku Univ.) / Akira Matsuhima(Kumamoto University) / Akihiko Hirata(Chiba Inst. of Tech.) / Jun Shibayama(Hosei Univ.) / Hiroyuki Deguchi(Doshisha Univ.) |
| Vice Chair | Toshikazu Hashimoto(NTT) / Tadashi Kawai(Univ. of Hyogo) / Kensuke Okubo(Okayama Prefectural Univ.) / Hideyuki Nakamizo(Mitsubishi Electric) / / Atsushi Kanno(NICT) / Masayuki Kimishima(Advantest) / Yasuhide Tsuji(Muroran Inst. of Tech.) / Yasuo Ohtera(Toyama Prefectural Univ.) / Hideki Kawaguchi(Muroran Inst. of Tech) |
| Secretary | Toshikazu Hashimoto(Tokushima Univ.) / Tadashi Kawai(Kagoshima Univ.) / Kensuke Okubo(Saitama Univ.) / Hideyuki Nakamizo(Toshiba) / (Metropolitan college of industrial technology) / Atsushi Kanno(Muroran IT) / Masayuki Kimishima(Yazaki) / Yasuhide Tsuji(CRIEPI) / Yasuo Ohtera(ENRI) / Hideki Kawaguchi(yoto Univ.) |
| Assistant | Hirokazu Kobayashi(Kochi Univ. of Tech) / Tadashi Murao(Mitsubishi Electric) / Naoki Hasegawa(Softbank) / Kosuke Katayama(Waseda Univ.) / Junichiro Sugisaka(Kitami institute technology) / Li Yi(Osaka Univ.) / Yuya Yamaguchi(NICT) / Seiya Kishimoto(Nihon Univ.) / Akito Iguchi(Muroran Inst. of Tech) / Kazuki Niino(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on OptoElectronics / Technical Committee on Microwaves / Technical Meeting on Electromagnetic Theory / Technical Committee on Microwave and Millimeter-wave Photonics / Technical Committee on Electronics Simulation Technology / Technical Committee on Electromagnetic Theory |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Bayesian Optimization of Three-Dimensional Plasmonic Devices |
| Sub Title (in English) | |
| Keyword(1) | Plasmonic device |
| Keyword(2) | Bayesian optimization |
| Keyword(3) | finite element method |
| 1st Author's Name | Hiroki Maruyama |
| 1st Author's Affiliation | Muroran institute of Technology(Muroran IT) |
| 2nd Author's Name | Akito Iguchi |
| 2nd Author's Affiliation | Muroran institute of Technology(Muroran IT) |
| 3rd Author's Name | Yasuhide Tsuji |
| 3rd Author's Affiliation | Muroran institute of Technology(Muroran IT) |
| 4th Author's Name | Tatsuya Kashiwa |
| 4th Author's Affiliation | Kitami institute of Technology(Kitami IT) |
| Date | 2021-07-16 |
| Paper # | EMT2021-22,MW2021-27,OPE2021-16,EST2021-23,MWP2021-24 |
| Volume (vol) | vol.121 |
| Number (no) | EMT-106,MW-107,OPE-108,EST-109,MWP-110 |
| Page | pp.pp.82-85(EMT), pp.82-85(MW), pp.82-85(OPE), pp.82-85(EST), pp.82-85(MWP), |
| #Pages | 4 |
| Date of Issue | 2021-07-08 (EMT, MW, OPE, EST, MWP) |