| Presentation | 2022-05-27 Study on semiconductor-based nonlinear dynamic node for physical reservoir computing system Seiya Kasai, Shunsuke Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Reservoir computing is a framework of the neural network-based machine learning for time series. In this system, design and control of the network is not necessary, furthermore, the variation of the elements in the network can enhance the computing performance, which allows to use various materials and devices for physical implementation. On the other hand, semiconductor electronics has been seldomly considered for the reservoir computing, although it is the most feasible way not only for practical use but also for ideal physical platform. In this report, for the implementation of the physical reservoir computing system, we investigate the network node using semiconductor tunnel diodes that has spontaneous oscillation dynamics and their connection to modulate the dynamics. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Reservoir Computing / Semiconductor / Nonlinear / Tunnel Diode / Oscillator Node |
| Paper # | ED2022-12,CPM2022-6,SDM2022-19 |
| Date of Issue | 2022-05-20 (ED, CPM, SDM) |
| Conference Information | |
| Committee | SDM / ED / CPM |
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| Conference Date | 2022/5/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Online |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Functional Device Materials, Fabrication, Characterization, and Related Technology |
| Chair | Hiroshige Hirano(TowerPartners Semiconductor) / Hiroki Fujishiro(Tokyo Univ. of Science) / Yuichi Nakamura(Toyohashi Univ. of Tech.) |
| Vice Chair | Shunichiro Ohmi(Tokyo Inst. of Tech.) / Seiya Sakai(Hokkaido Univ.) / Hideki Nakazawa(Hirosaki Univ.) |
| Secretary | Shunichiro Ohmi(AIST) / Seiya Sakai(Nihon Univ.) / Hideki Nakazawa(Fjitsu Lab.) |
| Assistant | Taiji Noda(Panasonic) / Tomoyuki Suwa(Tohoku Univ.) / Ryota Isonoi(SCIOCS) / Yoshitugu Yamamoto(Mitsubishi Electric) / Yasuo Kimura(Tokyo Univ. of Tech.) / Fumihiko Hirose(Yamagata Univ.) / Noriko Bamba(Shinshu Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Silicon Device and Materials / Technical Committee on Electron Devices / Technical Committee on Component Parts and Materials |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Study on semiconductor-based nonlinear dynamic node for physical reservoir computing system |
| Sub Title (in English) | |
| Keyword(1) | Reservoir Computing |
| Keyword(2) | Semiconductor |
| Keyword(3) | Nonlinear |
| Keyword(4) | Tunnel Diode |
| Keyword(5) | Oscillator Node |
| 1st Author's Name | Seiya Kasai |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Shunsuke Saito |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| Date | 2022-05-27 |
| Paper # | ED2022-12,CPM2022-6,SDM2022-19 |
| Volume (vol) | vol.122 |
| Number (no) | ED-52,CPM-53,SDM-54 |
| Page | pp.pp.21-24(ED), pp.21-24(CPM), pp.21-24(SDM), |
| #Pages | 4 |
| Date of Issue | 2022-05-20 (ED, CPM, SDM) |