| Presentation | 2018-08-27 Study on Physics-guided Learning of Deep Neural Network Junya Tanaka, Tomohiko Tomita, Masayuki Numao, Ken-ichi Fukui, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | Machine learning， especially deep learning, have a disadvantage that learning models become complicated and it becomes difficult to understand for the human. Especially in the field of natural sciences exploring the principle, even if high prediction and classification accuracy are obtained, it can not be said that a useful model could be acquired unless the model has descriptivity. In this paper, we develop the useful method with high readability by combining the machine learning model and physical model used in the natural science fields. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Thermal Wind Equation / Physical Model / Neural Network / Geostrophic Wind |
| Paper # | AI2018-14 |
| Date of Issue | 2018-08-20 (AI) |
| Conference Information | |
| Committee | AI |
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| Conference Date | 2018/8/27(1days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Tsunenori Mine(Kyushu Univ.) |
| Vice Chair | Daisuke Katagami(Tokyo Polytechnic Univ.) / Naoki Fukuta(Shizuoka Univ.) |
| Secretary | Daisuke Katagami(Ritsumeikan Univ.) / Naoki Fukuta(Univ. of Electro-Comm.) |
| Assistant | Yuko Sakurai(AIST) |
| Paper Information | |
| Registration To | Technical Committee on Artificial Intelligence and Knowledge-Based Processing |
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| Language | JPN-ONLY |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Study on Physics-guided Learning of Deep Neural Network |
| Sub Title (in English) | |
| Keyword(1) | Thermal Wind Equation |
| Keyword(2) | Physical Model |
| Keyword(3) | Neural Network |
| Keyword(4) | Geostrophic Wind |
| 1st Author's Name | Junya Tanaka |
| 1st Author's Affiliation | Osaka University(Osaka Univ) |
| 2nd Author's Name | Tomohiko Tomita |
| 2nd Author's Affiliation | Kumamoto University(Kumamoto Univ) |
| 3rd Author's Name | Masayuki Numao |
| 3rd Author's Affiliation | Osaka University(Osaka Univ) |
| 4th Author's Name | Ken-ichi Fukui |
| 4th Author's Affiliation | Osaka University(Osaka Univ) |
| Date | 2018-08-27 |
| Paper # | AI2018-14 |
| Volume (vol) | vol.118 |
| Number (no) | AI-197 |
| Page | pp.pp.7-12(AI), |
| #Pages | 6 |
| Date of Issue | 2018-08-20 (AI) |