| Presentation | 2018-08-27 Development of tropical-cyclone detection method using machine learning Takuro Kanasaki, Hironori Fudeyasu, Koki Kase, Daisuke Matsuoka, Ryuji Yoshida, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This study developed typhoon position detection models using machine learning and Himawari-8 cloud images and verified how their detection accuracy changed depending on learning setting and typhoon case. As a result, the detection accuracy of models using the LBP (Local Binary Pattern) feature amount setting is higher than that using the HAAR - LIKE feature amount setting. Note that the detection accuracy of models changed with the difference of typhoon characteristics. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | typhoon position / machine learning / Himawari-8 |
| Paper # | AI2018-15 |
| 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 |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Development of tropical-cyclone detection method using machine learning |
| Sub Title (in English) | |
| Keyword(1) | typhoon position |
| Keyword(2) | machine learning |
| Keyword(3) | Himawari-8 |
| 1st Author's Name | Takuro Kanasaki |
| 1st Author's Affiliation | Yokohama National University(YNU) |
| 2nd Author's Name | Hironori Fudeyasu |
| 2nd Author's Affiliation | Yokohama National University(YNU) |
| 3rd Author's Name | Koki Kase |
| 3rd Author's Affiliation | Graduate School of education Yokohama National University(YNU) |
| 4th Author's Name | Daisuke Matsuoka |
| 4th Author's Affiliation | Japan Agency for Marine-Earth Science and Technology(JAMSTEC) |
| 5th Author's Name | Ryuji Yoshida |
| 5th Author's Affiliation | RIKEN(RIKEN) |
| Date | 2018-08-27 |
| Paper # | AI2018-15 |
| Volume (vol) | vol.118 |
| Number (no) | AI-197 |
| Page | pp.pp.13-18(AI), |
| #Pages | 6 |
| Date of Issue | 2018-08-20 (AI) |