| Presentation | 2018-05-17 Prediction Method by Deep-Learning using Convolutional Neural Network for Path Loss Characteristics in An Open-Square Environment Nobuaki Kuno, Motoharu Sasaki, Yasushi Takatori, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | By using convolutional neural network which is widely used for recent image recognition etc., we propose a path loss prediction method in an open-square environment. By using ray-tracing data for learning, we verified whether the model can consider the influence of multiple blockages. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | Deep-Learning / Convolutional Neural Network / Machine-Learning / Path Loss / Open-Square Environment |
| Paper # | AP2018-21 |
| Date of Issue | 2018-05-10 (AP) |
| Conference Information | |
| Committee | AP |
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| Conference Date | 2018/5/17(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Kumamoto Univ. |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | Radio propagation, Antennas and Propagation |
| Chair | Jiro Hirokawa(Tokyo Tech.) |
| Vice Chair | Ryo Yamaguchi(SoftBank) |
| Secretary | Ryo Yamaguchi(NTT DoCoMo) |
| Assistant | Nobuyasu Takemura(Nippon Inst. of Tech.) / Satoshi Yamaguchi(Mitsubishi Electric) |
| Paper Information | |
| Registration To | Technical Committee on Antennas and Propagation |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | Prediction Method by Deep-Learning using Convolutional Neural Network for Path Loss Characteristics in An Open-Square Environment |
| Sub Title (in English) | |
| Keyword(1) | Deep-Learning |
| Keyword(2) | Convolutional Neural Network |
| Keyword(3) | Machine-Learning |
| Keyword(4) | Path Loss |
| Keyword(5) | Open-Square Environment |
| 1st Author's Name | Nobuaki Kuno |
| 1st Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| 2nd Author's Name | Motoharu Sasaki |
| 2nd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| 3rd Author's Name | Yasushi Takatori |
| 3rd Author's Affiliation | Nippon Telegraph and Telephone Corporation(NTT) |
| Date | 2018-05-17 |
| Paper # | AP2018-21 |
| Volume (vol) | vol.118 |
| Number (no) | AP-37 |
| Page | pp.pp.47-51(AP), |
| #Pages | 5 |
| Date of Issue | 2018-05-10 (AP) |