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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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
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
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)