| Presentation | 2020-01-24 Electronic implementation of a physical reservoir composed of discrete semiconductor devices Shunya Suzuki, Koyo Minamikawa, Megumi Akai-Kasaya, Tetuya Asai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Reservoir computing is a recurrent neural network that has loop structures. The main difference from typical recurrent neural networks is that only the output weight is determined by learning. The structure of the middle layer (called the reservoir) is initially given randomly and is not changed. Therefore, it is considered that the reservoir has a high affinity for physical dynamics, and its implementation using various physical systems, such as optics, spin, elastic body, and memristor is studied. In this study, we propose a high-accuracy reservoir with a simple structure using electronic circuits as a new physical reservoir. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reservoir Computing / Electronic circuit / Discrete time / Time series prediction |
| Paper # | NLP2019-99 |
| Date of Issue | 2020-01-16 (NLP) |
| Conference Information | |
| Committee | NLP / NC |
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| Conference Date | 2020/1/23(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Miyakojima Marine Terminal |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Hiroaki Kurokawa(Tokyo Univ. of Tech.) / Hayaru Shouno(UEC) |
| Vice Chair | Kiyohisa Natsume(Kyushu Inst. of Tech.) / Kazuyuki Samejima(Tamagawa Univ) |
| Secretary | Kiyohisa Natsume(Nippon Inst. of Tech.) / Kazuyuki Samejima(Kyushu Inst. of Tech.) |
| Assistant | Yutaka Shimada(Saitama Univ.) / Toshikaza Samura(Yamaguchi Univ.) / Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Electronic implementation of a physical reservoir composed of discrete semiconductor devices |
| Sub Title (in English) | |
| Keyword(1) | Reservoir Computing |
| Keyword(2) | Electronic circuit |
| Keyword(3) | Discrete time |
| Keyword(4) | Time series prediction |
| 1st Author's Name | Shunya Suzuki |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Koyo Minamikawa |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Megumi Akai-Kasaya |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Tetuya Asai |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2020-01-24 |
| Paper # | NLP2019-99 |
| Volume (vol) | vol.119 |
| Number (no) | NLP-381 |
| Page | pp.pp.73-78(NLP), |
| #Pages | 6 |
| Date of Issue | 2020-01-16 (NLP) |