| Presentation | 2022-11-24 Investigation of the range in application of a neural network with spike timing in quantitative analysis of two gas mixtures Taiga Manabe, Katsumi Tateno, Osamu Nakamura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Volatile organic compounds (VOCs) are useful substances in industry, but the effects of exposure to VOCs through inhalation on the human body are problematic. Because the toxicity of VOCs varies from substance to substance, it is necessary to measure the concentration of each VOC on site in real time in order to determine the inhalation risk to workers. Nakamura and Tateno proposed a quantitative analysis of mixed VOCs using a three-layer feedforward spiking neural network with two semiconductor sensors with different characteristics as inputs. However, that sensor system only considered specific sensor responses. Therefore, in this study, we examined the effect of different response characteristics of semiconductor sensor arrays on the quantitative analysis of the proposed SNN. As a result, we revealed the effect of different sensitivity characteristics of the sensors in the proposed SNN on the quantitative analysis of VOC concentrations. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Spiking neural network / Volatile organic compounds / Sensor arrays |
| Paper # | NLP2022-65 |
| Date of Issue | 2022-11-17 (NLP) |
| Conference Information | |
| Committee | NLP |
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| Conference Date | 2022/11/24(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Akio Tsuneda(Kumamoto Univ.) |
| Vice Chair | Hiroyuki Torikai(Hosei Univ.) |
| Secretary | Hiroyuki Torikai(Sojo Univ.) |
| Assistant | Yuichi Yokoi(Nagasaki Univ.) / Yoshikazu Yamanaka(Utsunomiya Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Nonlinear Problems |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Investigation of the range in application of a neural network with spike timing in quantitative analysis of two gas mixtures |
| Sub Title (in English) | |
| Keyword(1) | Spiking neural network |
| Keyword(2) | Volatile organic compounds |
| Keyword(3) | Sensor arrays |
| 1st Author's Name | Taiga Manabe |
| 1st Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 2nd Author's Name | Katsumi Tateno |
| 2nd Author's Affiliation | Kyushu Institute of Technology(KIT) |
| 3rd Author's Name | Osamu Nakamura |
| 3rd Author's Affiliation | University of Tsukuba(UT) |
| Date | 2022-11-24 |
| Paper # | NLP2022-65 |
| Volume (vol) | vol.122 |
| Number (no) | NLP-280 |
| Page | pp.pp.36-41(NLP), |
| #Pages | 6 |
| Date of Issue | 2022-11-17 (NLP) |