| Presentation | 2023-03-26 Hardware Architectures of Ensemble Kalman Filters towards high-speed and memory-efficient online learning for reservoir computing Kota Tamada, Yuki Abe, Kose Yoshida, Tetsuya Asai, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The objective of this study was to develop a hardware architecture for an ensemble Kalman filter in reservoir computing. We verified how the use of the ensemble Kalman filter in reservoir learning can be improved compared to conventional online learning, such as reduction of memory usage. We also proposed a hardware architecture for the ensemble Kalman filter and evaluated it. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | reservoir computing / online learning / ensemble Kalman filter |
| Paper # | CCS2022-70 |
| Date of Issue | 2023-03-19 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2023/3/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | RUSUTSU RESORT |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Megumi Akai(Hokkaido Univ.) |
| Vice Chair | Hidehiro Nakano(Tokyo City Univ.) / Masaki Aida(TMU) |
| Secretary | Hidehiro Nakano(Shibaura Inst. of Tech.) / Masaki Aida(Mie Univ.) |
| Assistant | Hiroyuki Yasuda(Univ. of Tokyo) / Hiroyasu Ando(Tsukuba Univ.) / Tomoyuki Sasaki(Shonan Inst. of Tech.) / Miki Kobayashi(Rissho Univ.) |
| 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) | Hardware Architectures of Ensemble Kalman Filters towards high-speed and memory-efficient online learning for reservoir computing |
| Sub Title (in English) | |
| Keyword(1) | reservoir computing |
| Keyword(2) | online learning |
| Keyword(3) | ensemble Kalman filter |
| 1st Author's Name | Kota Tamada |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| 2nd Author's Name | Yuki Abe |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| 3rd Author's Name | Kose Yoshida |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| 4th Author's Name | Tetsuya Asai |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ) |
| Date | 2023-03-26 |
| Paper # | CCS2022-70 |
| Volume (vol) | vol.122 |
| Number (no) | CCS-453 |
| Page | pp.pp.42-47(CCS), |
| #Pages | 6 |
| Date of Issue | 2023-03-19 (CCS) |