| Presentation | 2021-07-15 Acquisition of Automatic Design Techniques for Microstrip BPF with Transmission Zeros through Deep Reinforcement Learning Kohei Takano, Masataka Ohira, Zhewang Ma, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper investigates the acquisition of an automatic design technique for a microstrip bandpass filter (BPF) having transmission zeros through deep reinforcement learning. In filter design, in general, the designer sets initial values of structural parameters and then adjusts them to meet design specifications using a commercially available electromagnetic simulators combined with optimization methods. However, this process is still largely dependent on the designer's expertise and intuition. In this paper, it is demonstrated through an example of BPF design that the structural parameters can be automatically designed through a deep Q-network constructed by reinforcement learning, thereby verifying the filter design technique can be acquired by a computing machine. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Microwave filters / deep reinforcement learning / automatic design |
| Paper # | EMT2021-11,MW2021-16,OPE2021-5,EST2021-12,MWP2021-13 |
| 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) | Acquisition of Automatic Design Techniques for Microstrip BPF with Transmission Zeros through Deep Reinforcement Learning |
| Sub Title (in English) | |
| Keyword(1) | Microwave filters |
| Keyword(2) | deep reinforcement learning |
| Keyword(3) | automatic design |
| 1st Author's Name | Kohei Takano |
| 1st Author's Affiliation | Saitama University(Saitama Univ.) |
| 2nd Author's Name | Masataka Ohira |
| 2nd Author's Affiliation | Saitama University(Saitama Univ.) |
| 3rd Author's Name | Zhewang Ma |
| 3rd Author's Affiliation | Saitama University(Saitama Univ.) |
| Date | 2021-07-15 |
| Paper # | EMT2021-11,MW2021-16,OPE2021-5,EST2021-12,MWP2021-13 |
| Volume (vol) | vol.121 |
| Number (no) | EMT-106,MW-107,OPE-108,EST-109,MWP-110 |
| Page | pp.pp.22-27(EMT), pp.22-27(MW), pp.22-27(OPE), pp.22-27(EST), pp.22-27(MWP), |
| #Pages | 6 |
| Date of Issue | 2021-07-08 (EMT, MW, OPE, EST, MWP) |