| Paper Abstract and Keywords |
| Presentation |
2017-01-19 15:15
Transmitter Identification using Hidden Markov Model for Radio Environment Map Construction Koji Ichikawa, Takeo Fujii (UEC) SR2016-83 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
In this paper, we discuss a method to construct a radio environment map (REM) in an environment
with multiple primary users (PUs). The REM provides statistical information about the PU signal at each location.
It enables the secondary user to access the licensed band dynamically. We derive the measurement architecture
based on the “ crowd-sourcing ” scheme to gather large-scale measurement data with inexpensive sensor nodes.
The PU detection or identification scheme is key part of the REM construction then there are multiple PUs in the
environment. However, it is difficult to identify multiple PUs in an individual user terminal. Therefore, the PU
detection or identification problem is solved at the REM servers using the Hidden Markov Model (HMM), which
is a time-seriesbased machine learning technique. The proposed HMM method classifies the measurement data
depending on the combined state of each transmitter, which can be either active or idle. The results show that the
proposed method exhibits better performance than the existing unsupervised clustering method. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
Cognitive Radio / Spectrum Sharing / Radio Environment Map / / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 116, no. 409, SR2016-83, pp. 27-32, Jan. 2017. |
| Paper # |
SR2016-83 |
| Date of Issue |
2017-01-12 (SR) |
| ISSN |
Print edition: ISSN 0913-5685 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 |
SR2016-83 |
| Conference Information |
| Committee |
SR |
| Conference Date |
2017-01-19 - 2017-01-20 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
Himegin Hall |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
Cognitive wireless network, Cross layer wireless technology, SDN, etc. |
| Paper Information |
| Registration To |
SR |
| Conference Code |
2017-01-SR |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Transmitter Identification using Hidden Markov Model for Radio Environment Map Construction |
| Sub Title (in English) |
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| Keyword(1) |
Cognitive Radio |
| Keyword(2) |
Spectrum Sharing |
| Keyword(3) |
Radio Environment Map |
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| 1st Author's Name |
Koji Ichikawa |
| 1st Author's Affiliation |
The University of Electro-Communications (UEC) |
| 2nd Author's Name |
Takeo Fujii |
| 2nd Author's Affiliation |
The University of Electro-Communications (UEC) |
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| Speaker |
Author-1 |
| Date Time |
2017-01-19 15:15:00 |
| Presentation Time |
25 minutes |
| Registration for |
SR |
| Paper # |
SR2016-83 |
| Volume (vol) |
vol.116 |
| Number (no) |
no.409 |
| Page |
pp.27-32 |
| #Pages |
6 |
| Date of Issue |
2017-01-12 (SR) |