| Presentation | 2018-11-22 Individual Discrimination of ECG Measured through Capacitive Electrodes by Artificial Neural Network Ryo Kato, Masahiro Tatsuta, Kosuke Sasaki, Masaki Kyoso, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | The aim of this research is to measure the electrocardiogram using a non-contact type electrode installed in a chair and to identify the individual using the electrocardiogram. In this report, after preparing a non-contact type electrode and measuring the electrocardiogram, the R wave part of the electrocardiogram was cut out, filtered, and its waveform was classified by using a 3-layer neural network. As a result, it was possible to identify with high accuracy as 99.7% accuracy score, 100% precision score, 98.7% recall score. In the future, improvement of decline in identification accuracy is a problem as the number of subjects increases. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Neural network / Personal identification / Biological signal measurement / Electrocardiogram |
| Paper # | MBE2018-42 |
| Date of Issue | 2018-11-15 (MBE) |
| Conference Information | |
| Committee | MBE / NC |
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| Conference Date | 2018/11/22(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Masaki Kyoso(TCU) / Yutaka Hirata(Chubu Univ.) |
| Vice Chair | Taishin Nomura(Osaka Univ.) / Hayaru Shouno(UEC) |
| Secretary | Taishin Nomura(Kindai Univ.) / Hayaru Shouno(Nagoya Univ.) |
| Assistant | Takumi Kobayashi(YNU) / Ｙａｓｕｙｕｋｉ Ｓｕｚｕｋｉ(Osaka Univ.) / Keiichiro Inagaki(Chubu Univ.) / Takashi Shinozaki(NICT) |
| Paper Information | |
| Registration To | Technical Committee on ME and Bio Cybernetics / Technical Committee on Neurocomputing |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Individual Discrimination of ECG Measured through Capacitive Electrodes by Artificial Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Neural network |
| Keyword(2) | Personal identification |
| Keyword(3) | Biological signal measurement |
| Keyword(4) | Electrocardiogram |
| 1st Author's Name | Ryo Kato |
| 1st Author's Affiliation | Tokyo City University(TCU) |
| 2nd Author's Name | Masahiro Tatsuta |
| 2nd Author's Affiliation | Tokyo City University(TCU) |
| 3rd Author's Name | Kosuke Sasaki |
| 3rd Author's Affiliation | Tokyo City University(TCU) |
| 4th Author's Name | Masaki Kyoso |
| 4th Author's Affiliation | Tokyo City University(TCU) |
| Date | 2018-11-22 |
| Paper # | MBE2018-42 |
| Volume (vol) | vol.118 |
| Number (no) | MBE-321 |
| Page | pp.pp.31-34(MBE), |
| #Pages | 4 |
| Date of Issue | 2018-11-15 (MBE) |