| Presentation | 2023-01-19 [Short Paper] Received SNR Prediction Using Two-sided Beam Search in mmWave Communication: An Experimental Study Itsuki Yonemura, Takamochi Kanda, Ryosuke Hanahara, Koji Yamamoto, Takuto Arai, Syuki Wai, Tatsuhiko Iwakuni, Daisei Uchida, Naoki Kita, |
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| PDF Download Page |  PDF download Page Link |
| Abstract(in Japanese) | (See Japanese page) |
| Abstract(in English) | This paper experimentally demonstrates a novel received signal-to-noise ratio (SNR) prediction based on a two-sided beam search in millimeter wave (mmWave) networks toward 6G. In particular, the prediction uses the SNR through a two-sided beam search rather than the one-sided beam search assumed in existing studies. We believe that the received SNR prediction will lead to proactive control that solves the problem of mmWave networks, in which received power is significantly and rapidly attenuated by shielding. The mapping from the SNRs of the two-sided beam search to future received SNR was learned with LightGBM. The experimental results confirm that the method based on a two-sided beam search is more informative about the position and velocity information of obstacles than the method based on a one-sided beam search and that the received SNR prediction is more accurate. |
| Keyword(in Japanese) | (See Japanese page) |
| Keyword(in English) | mmWave / received SNR prediction / LightGBM |
| Paper # | SeMI2022-87 |
| Date of Issue | 2023-01-12 (SeMI) |
| Conference Information | |
| Committee | SeMI |
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| Conference Date | 2023/1/19(2days) |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Naruto grand hotel |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | |
| Chair | Koji Yamamoto(Kyoto Univ.) |
| Vice Chair | Kazuya Monden(Hitachi) / Yasunori Owada(NICT) / Shunsuke Saruwatari(Osaka Univ.) |
| Secretary | Kazuya Monden(NTT DOCOMO) / Yasunori Owada(Tokyo Univ. of Agri. and Tech.) / Shunsuke Saruwatari(Osaka Univ.) |
| Assistant | Yuki Matsuda(NAIST) / Akihito Taya(Aoyama Gakuin Univ.) / Takeshi Hirai(Osaka Univ.) |
| Paper Information | |
| Registration To | Technical Committee on Sensor Network and Mobile Intelligence |
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| Language | JPN |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | [Short Paper] Received SNR Prediction Using Two-sided Beam Search in mmWave Communication: An Experimental Study |
| Sub Title (in English) | |
| Keyword(1) | mmWave |
| Keyword(2) | received SNR prediction |
| Keyword(3) | LightGBM |
| 1st Author's Name | Itsuki Yonemura |
| 1st Author's Affiliation | Kyoto University(Kyoto Univ.) |
| 2nd Author's Name | Takamochi Kanda |
| 2nd Author's Affiliation | Kyoto University(Kyoto Univ.) |
| 3rd Author's Name | Ryosuke Hanahara |
| 3rd Author's Affiliation | Kyoto University(Kyoto Univ.) |
| 4th Author's Name | Koji Yamamoto |
| 4th Author's Affiliation | Kyoto University(Kyoto Univ.) |
| 5th Author's Name | Takuto Arai |
| 5th Author's Affiliation | NTT Corporation(NTT) |
| 6th Author's Name | Syuki Wai |
| 6th Author's Affiliation | NTT Corporation(NTT) |
| 7th Author's Name | Tatsuhiko Iwakuni |
| 7th Author's Affiliation | NTT Corporation(NTT) |
| 8th Author's Name | Daisei Uchida |
| 8th Author's Affiliation | NTT Corporation(NTT) |
| 9th Author's Name | Naoki Kita |
| 9th Author's Affiliation | NTT Corporation(NTT) |
| Date | 2023-01-19 |
| Paper # | SeMI2022-87 |
| Volume (vol) | vol.122 |
| Number (no) | SeMI-341 |
| Page | pp.pp.65-69(SeMI), |
| #Pages | 5 |
| Date of Issue | 2023-01-12 (SeMI) |