| IEICE Technical Committee Submission System Conference Paper's Information |
Online Proceedings [Sign in] Tech. Rep. Archives |
| Go Top Page | Go Previous | [Japanese] / [English] |
| Paper Abstract and Keywords | ||
| Presentation | 2018-10-31 13:25 [Poster Presentation] Neural Network-based Channel Occupancy Rate Prediction Hiroki Iwata, Kenta Umebayashi (TUAT), Ahmed Al-Tahmeesschi, Miguel Lopez-Benitez (UoL)  SR2018-88 |
|
| Abstract | (in Japanese) | (See Japanese page) |
| (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) |
| (in English) | COR Prediction / Dynamic Spectrum Access / Smart Spectrum Access / Spectrum Measurement / / / / | |
| Reference Info. | IEICE Tech. Rep., vol. 118, no. 274, SR2018-88, pp. 75-82, Oct. 2018. | |
| Paper # | SR2018-88 | |
| Date of Issue | 2018-10-23 (SR) | |
| 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) | |
| Download PDF | SR2018-88 |
|
| Conference Information | |
| Committee | SR |
| Conference Date | 2018-10-30 - 2018-10-31 |
| Place (in Japanese) | (See Japanese page) |
| Place (in English) | Mandarin Hotel, Bangkok, Thailand |
| Topics (in Japanese) | (See Japanese page) |
| Topics (in English) | SmartCom2018 |
| Paper Information | |
| Registration To | SR |
| Conference Code | 2018-10-SR |
| Language | English |
| Title (in Japanese) | (See Japanese page) |
| Sub Title (in Japanese) | (See Japanese page) |
| Title (in English) | 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 |
| Keyword(5) | |
| Keyword(6) | |
| Keyword(7) | |
| Keyword(8) | |
| 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) |
| 5th Author's Name | |
| 5th Author's Affiliation | () |
| 6th Author's Name | |
| 6th Author's Affiliation | () |
| 7th Author's Name | |
| 7th Author's Affiliation | () |
| 8th Author's Name | |
| 8th Author's Affiliation | () |
| 9th Author's Name | |
| 9th Author's Affiliation | () |
| 10th Author's Name | |
| 10th Author's Affiliation | () |
| 11th Author's Name | |
| 11th Author's Affiliation | () |
| 12th Author's Name | |
| 12th Author's Affiliation | () |
| 13th Author's Name | |
| 13th Author's Affiliation | () |
| 14th Author's Name | |
| 14th Author's Affiliation | () |
| 15th Author's Name | |
| 15th Author's Affiliation | () |
| 16th Author's Name | |
| 16th Author's Affiliation | () |
| 17th Author's Name | |
| 17th Author's Affiliation | () |
| 18th Author's Name | |
| 18th Author's Affiliation | () |
| Speaker | Author-1 |
| Date Time | 2018-10-31 13:25:00 |
| Presentation Time | 60 minutes |
| Registration for | SR |
| Paper # | SR2018-88 |
| Volume (vol) | vol.118 |
| Number (no) | no.274 |
| Page | pp.75-82 |
| #Pages | 8 |
| Date of Issue | 2018-10-23 (SR) |
[Return to Top Page]