| Presentation | 2019-03-26 Various synchronization phenomena in digital spiking neural networks Yuya Oishi, Hiroaki Uchida, Tosimichi Saito, |
|---|---|
| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies dynamics of a network of digital spiking neurons. Repeating integrate-and-fire behavior between a periodic base signal and a constant threshold, the neuron can output various periodic spike-trains. Applying spike-based cross-coupling with delay to the digital spiking neurons, the network is constructed. Depending on parameters, the network can exhibit various multi-phase synchronization phenomena. Performing precise numerical analysis, typical synchronization phenomena are classified and are analyzed. Implementing a simple test circuit in Verilog, typical phenomena are confirmed. The results give basic information to analysis and application of the digital spiking neural networks. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | spiking neural networks / synchronization / stability |
| Paper # | CCS2018-47 |
| Date of Issue | 2019-03-19 (CCS) |
| Conference Information | |
| Committee | CCS |
|---|---|
| Conference Date | 2019/3/26(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | NICT, Koganei, Tokyo |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Natural Computing, etc. |
| Chair | Mikio Hasegawa(Tokyo Univ. of Science) |
| Vice Chair | Makoto Naruse(NICT) / Shigeki Shiokawa(Kanagawa Inst. of Tech.) |
| Secretary | Makoto Naruse(Tokyo City Univ.) / Shigeki Shiokawa(Hiroshima City Univ.) |
| Assistant | Yusuke Kawakita(Kanagawa Inst. of Tech.) / Hiroyasu Ando(Tsukuba Univ.) / Takashi Matsubara(Kobe Univ.) / Ryo Takahashi(AUT) |
| Paper Information | |
| Registration To | Technical Committee on Complex Communication Sciences |
|---|---|
| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Various synchronization phenomena in digital spiking neural networks |
| Sub Title (in English) | |
| Keyword(1) | spiking neural networks |
| Keyword(2) | synchronization |
| Keyword(3) | stability |
| 1st Author's Name | Yuya Oishi |
| 1st Author's Affiliation | Hosei University(Hosei Univ.) |
| 2nd Author's Name | Hiroaki Uchida |
| 2nd Author's Affiliation | Hosei University(Hosei Univ.) |
| 3rd Author's Name | Tosimichi Saito |
| 3rd Author's Affiliation | Hosei University(Hosei Univ.) |
| Date | 2019-03-26 |
| Paper # | CCS2018-47 |
| Volume (vol) | vol.118 |
| Number (no) | CCS-519 |
| Page | pp.pp.7-10(CCS), |
| #Pages | 4 |
| Date of Issue | 2019-03-19 (CCS) |