| Presentation | 2022-01-20 [Invited Talk] When Deep Unfolding Meets Control Engineering Masaki Ogura, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Deep unfolding is a technique for tuning parameters for accelerating the convergence of iterative algorithms, and has been actively studied in various fields including wireless communications. In this talk, we provide an overview of the speaker's work on the use of the deep unfolding technique in the field of control engineering. We specifically talk about some recent results on feedback control system design and model predictive control. Furthermore, we will review how the speaker came to know about deep unfolding technique from the perspective of interdisciplinary research, and also try to discuss the affinity between deep unfolding and control theory research. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep unfolding / Feedback control / Model predictive control |
| Paper # | IT2021-45,SIP2021-53,RCS2021-213 |
| Date of Issue | 2022-01-13 (IT, SIP, RCS) |
| Conference Information | |
| Committee | RCS / SIP / IT |
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| Conference Date | 2022/1/20(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Eiji Okamoto(Nagoya Inst. of Tech.) / Yukihiro Bandou(NTT) / Tadashi Wadayama(Nagoya Inst. of Tech.) |
| Vice Chair | Toshihiko Nishimura(Hokkaido Univ.) / Tomoya Tandai(Toshiba) / Fumihide Kojima(NICT) / Toshihisa Tanaka(Tokyo Univ. Agri.&Tech.) / Takayuki Nakachi(Ryukyu Univ.) / Tetsuya Kojima(Tokyo Kosen) |
| Secretary | Toshihiko Nishimura(NEC) / Tomoya Tandai(Panasonic) / Fumihide Kojima(Xiaomi) / Toshihisa Tanaka(Takushoku Univ.) / Takayuki Nakachi(Tokyo Univ. Agri.&Tech.) / Tetsuya Kojima(Saitamai Univ.) |
| Assistant | Koichi Adachi(Univ. of Electro-Comm.) / Osamu Nakamura(Sharp) / Manabu Sakai(Mitsubishi Electric) / Masashi Iwabuchi(NTT) / Tatsuki Okuyama(NTT DOCOMO) / Taichi Yoshida(UEC) / Seisuke Kyochi(Univ. of Kitakyushu) / Masanori Hirotomo(Saga Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Radio Communication Systems / Technical Committee on Signal Processing / Technical Committee on Information Theory |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Invited Talk] When Deep Unfolding Meets Control Engineering |
| Sub Title (in English) | |
| Keyword(1) | Deep unfolding |
| Keyword(2) | Feedback control |
| Keyword(3) | Model predictive control |
| 1st Author's Name | Masaki Ogura |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| Date | 2022-01-20 |
| Paper # | IT2021-45,SIP2021-53,RCS2021-213 |
| Volume (vol) | vol.121 |
| Number (no) | IT-327,SIP-328,RCS-329 |
| Page | pp.pp.95-95(IT), pp.95-95(SIP), pp.95-95(RCS), |
| #Pages | 1 |
| Date of Issue | 2022-01-13 (IT, SIP, RCS) |