| Paper Abstract and Keywords |
| Presentation |
2025-09-18 17:10
A Study on Indoor Positioning System using BLE Array Antennas adapted to Radio Environment Variations Haruki Shimizu, Masahiro Fujii (Utsunomiya Univ.) ITS2025-9 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
We have been studied a positioning method using received signals from array antenna, establishes a fixed transmission reference point to cope with changes in the radio propagation environment, and employs a regression model based on neural network. However, previous studies have been limited to numerical calculation experiments, and the effectiveness of the method in real-world environments has not been verified. Additionally, there remains concern that past data may influence the accuracy of current estimations due to continuous learning.
Therefore, in this study, we propose a positioning method that can adapt to the radio propagation environment during position estimation and verify the effectiveness of the proposed method in static environments using observational data from real-world environment. As a result, we confirmed that the proposed method is superior to conventional methods in terms of positional error of $75 %$ tiles or less, and that it is possible to reduce positional error within an area where reference points are placed at the four corners. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
BLE / Array antenna / Machine learning / Radio environment adaptation / / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 125, no. 183, ITS2025-9, pp. 19-24, Sept. 2025. |
| Paper # |
ITS2025-9 |
| Date of Issue |
2025-09-11 (ITS) |
| 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 |
ITS2025-9 |
| Conference Information |
| Committee |
ITS IPSJ-ITS IEE-ITS |
| Conference Date |
2025-09-18 - 2025-09-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
CRANTS Gunma Univ. (in Aramaki) |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
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| Paper Information |
| Registration To |
ITS |
| Conference Code |
2025-09-ITS-ITS-ITS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Indoor Positioning System using BLE Array Antennas adapted to Radio Environment Variations |
| Sub Title (in English) |
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| Keyword(1) |
BLE |
| Keyword(2) |
Array antenna |
| Keyword(3) |
Machine learning |
| Keyword(4) |
Radio environment adaptation |
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| 1st Author's Name |
Haruki Shimizu |
| 1st Author's Affiliation |
Utsunomiya University (Utsunomiya Univ.) |
| 2nd Author's Name |
Masahiro Fujii |
| 2nd Author's Affiliation |
Utsunomiya University (Utsunomiya Univ.) |
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| Speaker |
Author-1 |
| Date Time |
2025-09-18 17:10:00 |
| Presentation Time |
25 minutes |
| Registration for |
ITS |
| Paper # |
ITS2025-9 |
| Volume (vol) |
vol.125 |
| Number (no) |
no.183 |
| Page |
pp.19-24 |
| #Pages |
6 |
| Date of Issue |
2025-09-11 (ITS) |