| Paper Abstract and Keywords |
| Presentation |
2019-01-16 09:40
Position Prediction of Mobile Targets using BLE Signals and Machine Learning for Electronic Monitoring Arata Sashida, Nan Touma, Morikazu Nakamura (Univ. of the Ryukyus), Akira Sakima (Kuniken Systems) MoNA2018-57 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
This paper proposes a method for position prediction of mobile targets based on BLE signals and machine learning for electronic monitoring systems.
We consider the power attenuation of BLE signals due to obstacle's effects and distance to the receivers in the feature vector design.
Moreover, we introduce moving histories of mobile targets as attributes to utilize their state space information.
Experimental evaluation shows that our approach has a high potential for position prediction in electronic monitoring systems. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
electronic monitoring system / IoT / BLE / position prediction / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 118, no. 389, MoNA2018-57, pp. 1-6, Jan. 2019. |
| Paper # |
MoNA2018-57 |
| Date of Issue |
2019-01-09 (MoNA) |
| 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 |
MoNA2018-57 |
| Conference Information |
| Committee |
MoNA |
| Conference Date |
2019-01-16 - 2019-01-17 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
T. B. D. |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
MoNA |
| Conference Code |
2019-01-MoNA |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
Position Prediction of Mobile Targets using BLE Signals and Machine Learning for Electronic Monitoring |
| Sub Title (in English) |
|
| Keyword(1) |
electronic monitoring system |
| Keyword(2) |
IoT |
| Keyword(3) |
BLE |
| Keyword(4) |
position prediction |
| Keyword(5) |
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| Keyword(7) |
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| 1st Author's Name |
Arata Sashida |
| 1st Author's Affiliation |
University of the Ryukyus (Univ. of the Ryukyus) |
| 2nd Author's Name |
Nan Touma |
| 2nd Author's Affiliation |
University of the Ryukyus (Univ. of the Ryukyus) |
| 3rd Author's Name |
Morikazu Nakamura |
| 3rd Author's Affiliation |
University of the Ryukyus (Univ. of the Ryukyus) |
| 4th Author's Name |
Akira Sakima |
| 4th Author's Affiliation |
Kuniken Systems (Kuniken Systems) |
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| Speaker |
Author-1 |
| Date Time |
2019-01-16 09:40:00 |
| Presentation Time |
25 minutes |
| Registration for |
MoNA |
| Paper # |
MoNA2018-57 |
| Volume (vol) |
vol.118 |
| Number (no) |
no.389 |
| Page |
pp.1-6 |
| #Pages |
6 |
| Date of Issue |
2019-01-09 (MoNA) |