| Presentation | 2022-03-27 Examination of neuromorphic circuit architecture consisting of 3D wiring memory devices Naruki Hagiwara, Yoshiki Amemiya, Ali Emiliano Jose, 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) | Analog neural network circuits using non-volatile analog resistance change memory devices have been developed mainly based on a structure called crossbar array. In this research, we propose a new circuit architecture that can implement locally-connected models such as convolutional neural networks (CNNs) with higher integration and lower power than crossbar arrays, and show its feasibility by evaluating its performance through simulations. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neuromorphic hardware / Neural network / CBRAM / Feature extraction |
| Paper # | CCS2021-46 |
| Date of Issue | 2022-03-20 (CCS) |
| Conference Information | |
| Committee | CCS |
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| Conference Date | 2022/3/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | RUSUTSU RESORT HOTEL & CONVENTION |
| 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) | Examination of neuromorphic circuit architecture consisting of 3D wiring memory devices |
| Sub Title (in English) | |
| Keyword(1) | Neuromorphic hardware |
| Keyword(2) | Neural network |
| Keyword(3) | CBRAM |
| Keyword(4) | Feature extraction |
| 1st Author's Name | Naruki Hagiwara |
| 1st Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 2nd Author's Name | Yoshiki Amemiya |
| 2nd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 3rd Author's Name | Ali Emiliano Jose |
| 3rd Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 4th Author's Name | Tetsuya Asai |
| 4th Author's Affiliation | Hokkaido University(Hokkaido Univ.) |
| 5th Author's Name | Megumi Akai-Kasaya |
| 5th Author's Affiliation | Hokkaido University/Osaka University(Hokkaido Univ./Osaka Univ.) |
| Date | 2022-03-27 |
| Paper # | CCS2021-46 |
| Volume (vol) | vol.121 |
| Number (no) | CCS-442 |
| Page | pp.pp.60-65(CCS), |
| #Pages | 6 |
| Date of Issue | 2022-03-20 (CCS) |