| Presentation | 2020-01-30 Capacitance Matrix Estimation of Multiconductor Transmission Lines Using Machine Learning Yuya Sato, Tadatoshi Sekine, Shin Usuki, Kenjiro T. Miura, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | In this report, we propose a technique that estimates capacitance matrices of multiconductor transmission lines (MTLs) by machine learning based on a multi-layer perceptron. The proposed technique constructs and trains a neural network of which the inputs are shape parameters of the cross section of MTLs, and the output is the capacitance matrix. Numerical examples show that we can calculate accurate crosstalk voltages by using capacitance matrices estimated by the proposed approach. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | capacitance matrix / machine learning / multiconductor transmission lines / multi-layer perceptron |
| Paper # | EST2019-82 |
| Date of Issue | 2020-01-23 (EST) |
| Conference Information | |
| Committee | EST |
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| Conference Date | 2020/1/30(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Beppu International Convention Center |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Simulation Technique, etc. |
| Chair | Akimasa Hirata(Nagoya Inst. of Tech.) |
| Vice Chair | Shinichiro Ohnuki(Nihon Univ.) / Masayuki Kimishima(Advantest) / Jun Shibayama(Hosei Univ.) |
| Secretary | Shinichiro Ohnuki(National Inst. of Tech.,Sendai College) / Masayuki Kimishima(Aoyama Gakuin Univ.) / Jun Shibayama |
| Assistant | Takahiro Ito(Nagoya Inst. of Tech.) / Kazuhiro Fujita(Fujitsu) |
| Paper Information | |
| Registration To | Technical Committee on Electronics Simulation Technology |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Capacitance Matrix Estimation of Multiconductor Transmission Lines Using Machine Learning |
| Sub Title (in English) | |
| Keyword(1) | capacitance matrix |
| Keyword(2) | machine learning |
| Keyword(3) | multiconductor transmission lines |
| Keyword(4) | multi-layer perceptron |
| 1st Author's Name | Yuya Sato |
| 1st Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 2nd Author's Name | Tadatoshi Sekine |
| 2nd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 3rd Author's Name | Shin Usuki |
| 3rd Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| 4th Author's Name | Kenjiro T. Miura |
| 4th Author's Affiliation | Shizuoka University(Shizuoka Univ.) |
| Date | 2020-01-30 |
| Paper # | EST2019-82 |
| Volume (vol) | vol.119 |
| Number (no) | EST-407 |
| Page | pp.pp.19-24(EST), |
| #Pages | 6 |
| Date of Issue | 2020-01-23 (EST) |