Presentation | 2019-03-26 Various synchronization phenomena in digital spiking neural networks Yuya Oishi, Hiroaki Uchida, Tosimichi Saito, |
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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 |
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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 |
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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) |