Presentation | 2021-06-11 Improvement of Controllability of a Nonlinear MEMS Resonator Type Reservoir based on Mutual Information Criteria Kazuki Nakada, Shunya Suzuki, Eiji Suzuki, Yukio Terasaki, Tomoyuki Sasaki, Tetsuya Asai, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this work, we propose a parameter tuning method based on mutual information criteria for MEMS (Micro Electro Mechanical Systems) Resonator-type Reservoir Computing. It is required for MEMS reservoirs to tune the balance of linear and nonlinear characteristics and to control their nonlinear behaviors depending on an external input, such as chaos and hysteresis. In our study, we focus on pre-training for machine learning called IP (Intrinsic Plasticity) learning, and apply it to controlling stochastic behaviors of MEMS reservoirs. First, we demonstrate simulation results on chaos suppression. Next, we show that our approach can improve prediction accuracy as compared to the conventional one. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Reservoir Computing / MEMS Resonator Array / Mutual Information Criteria / IP Learning / Chaos / Hysteresis |
Paper # | NLP2021-10,CCS2021-10 |
Date of Issue | 2021-06-04 (NLP, CCS) |
Conference Information | |
Committee | NLP / CCS |
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Conference Date | 2021/6/11(1days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Online |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | |
Chair | Takuji Kousaka(Chukyo Univ.) / Tetsuya Asai(Hokkaido Univ.) |
Vice Chair | Akio Tsuneda(Kumamoto Univ.) / Megumi Akai(Hokkaido Univ.) / Masaki Aida(Tokyo Metropolitan Univ.) |
Secretary | Akio Tsuneda(Kagawa Univ.) / Megumi Akai(Sojo Univ.) / Masaki Aida(TDK) |
Assistant | Hideyuki Kato(Oita Univ.) / Yuichi Yokoi(Nagasaki Univ.) / Sumiko Miyata(Shibaura Inst. Tech.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Hidehiro Nakano(Tokyo City Univ.) |
Paper Information | |
Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Complex Communication Sciences |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | Improvement of Controllability of a Nonlinear MEMS Resonator Type Reservoir based on Mutual Information Criteria |
Sub Title (in English) | |
Keyword(1) | Reservoir Computing |
Keyword(2) | MEMS Resonator Array |
Keyword(3) | Mutual Information Criteria |
Keyword(4) | IP Learning |
Keyword(5) | Chaos |
Keyword(6) | Hysteresis |
1st Author's Name | Kazuki Nakada |
1st Author's Affiliation | TDK Corporation(TDK) |
2nd Author's Name | Shunya Suzuki |
2nd Author's Affiliation | TDK Corporation(TDK) |
3rd Author's Name | Eiji Suzuki |
3rd Author's Affiliation | TDK Corporation(TDK) |
4th Author's Name | Yukio Terasaki |
4th Author's Affiliation | TDK Corporation(TDK) |
5th Author's Name | Tomoyuki Sasaki |
5th Author's Affiliation | TDK Corporation(TDK) |
6th Author's Name | Tetsuya Asai |
6th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
Date | 2021-06-11 |
Paper # | NLP2021-10,CCS2021-10 |
Volume (vol) | vol.121 |
Number (no) | NLP-61,CCS-62 |
Page | pp.pp.45-50(NLP), pp.45-50(CCS), |
#Pages | 6 |
Date of Issue | 2021-06-04 (NLP, CCS) |