Paper Abstract and Keywords |
Presentation |
2019-03-06 15:00
Radio Environment Mapping by using Machine Learning Mina Akimoto, Xiaoyan Wang, Masahiro Umehira (Ibaraki Univ.) SR2018-126 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
Accurate and cost-efficient radio environment mapping (REM) is of great importance to realize dynamic spectrum sharing. Two kinds of existing approaches, i.e., propagation model based approach and sensor monitoring based approach, are suffering from either inaccurate spectrum availability or high deployment cost. In order to solve these problems, this work proposes a novel REM method which uses machine learning technique to classify collected data by propagation loss and interpolate radio field intensity for a specific point. The evaluation results show that the proposed method is superior to the existing method. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
Spectrum Sharing / Machine Learning / Kriging / / / / / |
Reference Info. |
IEICE Tech. Rep., vol. 118, no. 475, SR2018-126, pp. 37-42, March 2019. |
Paper # |
SR2018-126 |
Date of Issue |
2019-02-27 (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) |
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SR2018-126 |
Conference Information |
Committee |
RCS SR SRW |
Conference Date |
2019-03-06 - 2019-03-08 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
YRP |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Mobile Communication Workshop |
Paper Information |
Registration To |
SR |
Conference Code |
2019-03-RCS-SR-SRW |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Radio Environment Mapping by using Machine Learning |
Sub Title (in English) |
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Spectrum Sharing |
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Machine Learning |
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Kriging |
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1st Author's Name |
Mina Akimoto |
1st Author's Affiliation |
Graduate School of Science and Engineering, Ibaraki University. (Ibaraki Univ.) |
2nd Author's Name |
Xiaoyan Wang |
2nd Author's Affiliation |
Graduate School of Science and Engineering, Ibaraki University. (Ibaraki Univ.) |
3rd Author's Name |
Masahiro Umehira |
3rd Author's Affiliation |
Graduate School of Science and Engineering, Ibaraki University. (Ibaraki Univ.) |
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Speaker |
Author-1 |
Date Time |
2019-03-06 15:00:00 |
Presentation Time |
25 minutes |
Registration for |
SR |
Paper # |
SR2018-126 |
Volume (vol) |
vol.118 |
Number (no) |
no.475 |
Page |
pp.37-42 |
#Pages |
6 |
Date of Issue |
2019-02-27 (SR) |
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