| Presentation | 2019-06-17 Analysis and application of periodic orbits in dynamic binary neural networks Shota Anzai, Seitaro Koyama, Toshimichi Saito, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper studies a simple dynamic binary neural network and its application. In the network, each neuron transforms tree binary inputs to one binary outputs via the signum activation function: the network is characterized by sparse connection of the local binary connection. Depending on the parameters and initial condition, the network can generate various binary periodic orbits. The sparse connection is suitable for FPGA based hardware implementation and precise numerical analysis. First, we give parameters conditions that guarantee storage of a desired periodic orbit and its local stability. Second, we consider two typical examples of periodic orbits based on the insect walking gaits. Switching between the two periodic orbits is also considered. Suitable parameters of the network is given after trial-and-errors. Third, applying Verilog simulation, a test circuit of the network is designed and generation of the periodic orbits is confirmed. These results will be developed into application to an FPGA based hardware of central pattern generators. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | binary neural networks / sparsity / central pattern generators |
| Paper # | NC2019-1 |
| Date of Issue | 2019-06-10 (NC) |
| Conference Information | |
| Committee | NC / IBISML / IPSJ-MPS / IPSJ-BIO |
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| Conference Date | 2019/6/17(3days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Okinawa Institute of Science and Technology |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Neurocomputing, Machine Learning Approach to Biodata Mining, and General |
| Chair | Hayaru Shouno(UEC) / Hisashi Kashima(Kyoto Univ.) / Masakazu Sekijima(Tokyo Tech) / Hiroyuki Kurata(Kyutech) |
| Vice Chair | Kazuyuki Samejima(Tamagawa Univ) / Masashi Sugiyama(Univ. of Tokyo) / Koji Tsuda(Univ. of Tokyo) |
| Secretary | Kazuyuki Samejima(NAIST) / Masashi Sugiyama(NTT) / Koji Tsuda(Nagoya Inst. of Tech.) / (AIST) / (Nagoya Univ.) |
| Assistant | Takashi Shinozaki(NICT) / Ken Takiyama(TUAT) / Tomoharu Iwata(NTT) / Shigeyuki Oba(Kyoto Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Neurocomputing / Technical Committee on Infomation-Based Induction Sciences and Machine Learning / IPSJ Special Interest Group on Mathematical Modeling and Problem Solving / IPSJ Special Interest Group on Bioinformatics and Genomics |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Analysis and application of periodic orbits in dynamic binary neural networks |
| Sub Title (in English) | |
| Keyword(1) | binary neural networks |
| Keyword(2) | sparsity |
| Keyword(3) | central pattern generators |
| 1st Author's Name | Shota Anzai |
| 1st Author's Affiliation | HOSEI University(HU) |
| 2nd Author's Name | Seitaro Koyama |
| 2nd Author's Affiliation | HOSEI University(HU) |
| 3rd Author's Name | Toshimichi Saito |
| 3rd Author's Affiliation | HOSEI University(HU) |
| Date | 2019-06-17 |
| Paper # | NC2019-1 |
| Volume (vol) | vol.119 |
| Number (no) | NC-88 |
| Page | pp.pp.1-1(NC), |
| #Pages | 1 |
| Date of Issue | 2019-06-10 (NC) |