| Presentation | 2021-11-19 Physical reservoir computing on analog-digital hybrid circuit systems consisting of discrete semiconductor devices Yuki Abe, Kose Yoshida, Megumi Akai-Kasaya, Tetsuya Asai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This report describes machine learning process & benchmarks by using physical reservoir computing device. We design physical reservoir computing console using electrical circuit, and run time series prediction benchmark on simulation and the device. The device is composed of analog-digital-hybrid circuit which include FPGA, simple electrical circuits and discrete semiconductor chipsets. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reservoir computing / Physical reservoir computing / Echo State Network / Electrical circuit / Time series prediction |
| Paper # | CCS2021-30 |
| Date of Issue | 2021-11-11 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2021/11/18(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Osaka Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tetsuya Asai(Hokkaido Univ.) |
| Vice Chair | Megumi Akai(Hokkaido Univ.) / Masaki Aida(TMU) |
| Secretary | Megumi Akai(TDK) / Masaki Aida(Mie Univ.) |
| Assistant | Hidehiro Nakano(Tokyo City Univ.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Osaka Univ.) / Sumiko Miyata(Shibaura Inst. of Tech.) |
| Paper Information | |
| Registration To | 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) | Physical reservoir computing on analog-digital hybrid circuit systems consisting of discrete semiconductor devices |
| Sub Title (in English) | |
| Keyword(1) | Reservoir computing |
| Keyword(2) | Physical reservoir computing |
| Keyword(3) | Echo State Network |
| Keyword(4) | Electrical circuit |
| Keyword(5) | Time series prediction |
| 1st Author's Name | Yuki Abe |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| 2nd Author's Name | Kose Yoshida |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| 3rd Author's Name | Megumi Akai-Kasaya |
| 3rd Author's Affiliation | Hokkaido University/Osaka University(Hokkaido Univ/Osaka Univ) |
| 4th Author's Name | Tetsuya Asai |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| Date | 2021-11-19 |
| Paper # | CCS2021-30 |
| Volume (vol) | vol.121 |
| Number (no) | CCS-253 |
| Page | pp.pp.73-78(CCS), |
| #Pages | 6 |
| Date of Issue | 2021-11-11 (CCS) |