| Presentation | 2018-10-31 [Poster Presentation] Neural Network-based Channel Occupancy Rate Prediction Hiroki Iwata, Kenta Umebayashi, Ahmed Al-Tahmeesschi, Miguel Lopez-Benitez, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | A spectrum occupancy prediction can provide useful information to spectrum sharing-based wireless networks. In this paper, we investigate a neural network-based channel occupancy rate prediction. Specifically, based on real occupancy rate data obtained by our spectrum measurement system, we reveal a relationship between the prediction performance and several neural network parameters, such as the number of hidden layers and the number of units in each hidden layer. Numerical evaluation shows an advantage of the neural network-based prediction by comparing with other prediction methods, such as autoregressive model. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | COR Prediction / Dynamic Spectrum Access / Smart Spectrum Access / Spectrum Measurement |
| Paper # | SR2018-88 |
| Date of Issue | 2018-10-23 (SR) |
| Conference Information | |
| Committee | SR |
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| Conference Date | 2018/10/30(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Mandarin Hotel, Bangkok, Thailand |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | SmartCom2018 |
| Chair | Kenta Umebayashi(Tokyo Univ. of Agric. and Tech.) |
| Vice Chair | Masayuki Ariyoshi(NEC) / Suguru Kameda(Tohoku Univ.) |
| Secretary | Masayuki Ariyoshi(NICT) / Suguru Kameda(ATR) |
| Assistant | Gia Khanh Tran(Tokyo Inst. of Tech.) / Syusuke Narieda(Mie Univ.) / Koji Ohshima(Kozo Keikaku Engineering) / Mai Ohta(Fukuoka Univ.) / Teppei Oyama(Fujitsu Lab.) |
| Paper Information | |
| Registration To | Technical Committee on Smart Radio |
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| Language | ENG |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Poster Presentation] Neural Network-based Channel Occupancy Rate Prediction |
| Sub Title (in English) | |
| Keyword(1) | COR Prediction |
| Keyword(2) | Dynamic Spectrum Access |
| Keyword(3) | Smart Spectrum Access |
| Keyword(4) | Spectrum Measurement |
| 1st Author's Name | Hiroki Iwata |
| 1st Author's Affiliation | Tokyo University of Agriculture and Technology(TUAT) |
| 2nd Author's Name | Kenta Umebayashi |
| 2nd Author's Affiliation | Tokyo University of Agriculture and Technology(TUAT) |
| 3rd Author's Name | Ahmed Al-Tahmeesschi |
| 3rd Author's Affiliation | University of Liverpool(UoL) |
| 4th Author's Name | Miguel Lopez-Benitez |
| 4th Author's Affiliation | University of Liverpool(UoL) |
| Date | 2018-10-31 |
| Paper # | SR2018-88 |
| Volume (vol) | vol.118 |
| Number (no) | SR-274 |
| Page | pp.pp.75-82(SR), |
| #Pages | 8 |
| Date of Issue | 2018-10-23 (SR) |