| Presentation | 2020-08-04 Availability of nonlinear response of materials using in the construction of simple reservoir computing Shaohua Kan, Kohei Nakajima, Tetsuya Asai, Megumi Akai-Kasaya, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Non-linear dynamical systems serving as the reservoir has attracted much attention in physical reservoir computing. Here we propose a circuit-based system with the simplest form of nonlinearity, which is the I-V response of many materials. We show that insufficient dynamics in our reservoir system with independent node-processors can be assisted by external control to perform like complex dynamical systems. Moreover, we compared the performance of this system with traditional echo state network (ESN) in different tasks, divulging the correlation between structures of reservoir and training mechanisms. Our results are expected to generate application prospects of material-based devices for informational processing. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Physical RC / single node / parallel structure |
| Paper # | CCS2020-16 |
| Date of Issue | 2020-07-27 (CCS) |
| Conference Information | |
| Committee | IN / CCS |
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| Conference Date | 2020/8/3(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Network Science, Future Network, Cloud/SDN/Virtualization, Contents Delivery/Contents Exchange, and others |
| Chair | Kenji Ishida(Hiroshima City Univ.) / Shigeki Shiokawa(Kanagawa Inst. of Tech.) |
| Vice Chair | Kunio Hato(INTERNET MULTIFEED CO.) / Tetsuya Asai(Hokkaido Univ.) / Megumi Akai(Hokkaido Univ.) |
| Secretary | Kunio Hato(Hiroshima City Univ.) / Tetsuya Asai(KDDI Research) / Megumi Akai(NTT) |
| Assistant | / Hidehiro Nakano(Tokyo City Univ.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Kosuke Sanada(Mie Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Information Networks / Technical Committee on Complex Communication Sciences |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Availability of nonlinear response of materials using in the construction of simple reservoir computing |
| Sub Title (in English) | |
| Keyword(1) | Physical RC |
| Keyword(2) | single node |
| Keyword(3) | parallel structure |
| 1st Author's Name | Shaohua Kan |
| 1st Author's Affiliation | Osaka University(Osaka Univ.) |
| 2nd Author's Name | Kohei Nakajima |
| 2nd Author's Affiliation | The University of Tokyo(Univ. of Tokyo) |
| 3rd Author's Name | Tetsuya Asai |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Megumi Akai-Kasaya |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2020-08-04 |
| Paper # | CCS2020-16 |
| Volume (vol) | vol.120 |
| Number (no) | CCS-124 |
| Page | pp.pp.23-28(CCS), |
| #Pages | 6 |
| Date of Issue | 2020-07-27 (CCS) |