Paper Abstract and Keywords |
Presentation |
2023-01-19 16:05
[Short Paper]
Received SNR Prediction Using Two-sided Beam Search in mmWave Communication: An Experimental Study Itsuki Yonemura, Ryosuke Hanahara, Takamochi Kanda, Koji Yamamoto (Kyoto Univ.), Takuto Arai, Syuki Wai, Tatsuhiko Iwakuni, Daisei Uchida, Naoki Kita (NTT) SeMI2022-87 |
Abstract |
(in Japanese) |
(See Japanese page) |
(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) |
(in English) |
mmWave / received SNR prediction / LightGBM / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 341, SeMI2022-87, pp. 65-69, Jan. 2023. |
Paper # |
SeMI2022-87 |
Date of Issue |
2023-01-12 (SeMI) |
ISSN |
Online edition: ISSN 2432-6380 |
Copyright and reproduction |
All rights are reserved and no part of this publication may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopy, recording, or any information storage and retrieval system, without permission in writing from the publisher. Notwithstanding, instructors are permitted to photocopy isolated articles for noncommercial classroom use without fee. (License No.: 10GA0019/12GB0052/13GB0056/17GB0034/18GB0034) |
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SeMI2022-87 |
Conference Information |
Committee |
SeMI SeMI |
Conference Date |
2023-01-19 - 2023-01-20 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
Naruto grand hotel |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
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Paper Information |
Registration To |
SeMI |
Conference Code |
2023-01-SeMI-SeMI |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Received SNR Prediction Using Two-sided Beam Search in mmWave Communication: An Experimental Study |
Sub Title (in English) |
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Keyword(1) |
mmWave |
Keyword(2) |
received SNR prediction |
Keyword(3) |
LightGBM |
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1st Author's Name |
Itsuki Yonemura |
1st Author's Affiliation |
Kyoto University (Kyoto Univ.) |
2nd Author's Name |
Ryosuke Hanahara |
2nd Author's Affiliation |
Kyoto University (Kyoto Univ.) |
3rd Author's Name |
Takamochi Kanda |
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) |
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Speaker |
Author-1 |
Date Time |
2023-01-19 16:05:00 |
Presentation Time |
10 minutes |
Registration for |
SeMI |
Paper # |
SeMI2022-87 |
Volume (vol) |
vol.122 |
Number (no) |
no.341 |
Page |
pp.65-69 |
#Pages |
5 |
Date of Issue |
2023-01-12 (SeMI) |
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