| Paper Abstract and Keywords |
| Presentation |
2026-06-19 14:30
A Study on Data-Driven Tuning of Extended Weighted Least Squares for UWB Indoor Positioning Ryoichi Kawaguchi, Shinsuke Ibi, Hisato Iwai (Doshisha Univ) RCS2026-84 |
| Abstract |
(in Japanese) |
(See Japanese page) |
| (in English) |
Ultra-wideband (UWB) communications are expected to be used for indoor positioning technology owing to their wide bandwidth and low power consumption.
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In particular, the time difference of arrival (TDoA) method can provide highly accurate positioning, and the transmitter position is estimated using methods such as the least squares (LS) and weighted LS (WLS) methods.
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However, positioning accuracy unavoidably suffers from degradation caused by non-line of sight (NLOS) and multipath.
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Therefore, this study introduces neural network (NN)-optimized correction values to mitigate NLOS and multipath effects in WLS and extended WLS methods.
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We use two NN models: a simple model, the multi-layer perceptron (MLP), and a model specialized for time-series data, the long-short-term memory (LSTM).
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To ensure practicality, we conduct 3D mobile positioning using multiple transmitters.
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Using measured data, we first compare conventional algorithms (LS, Chan, and Cuckoo Search (CS)), and subsequently demonstrate the effectiveness of our proposed method against them.
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Furthermore, by comparing the proposed methods with each other, we verify the effect of extending the positioning method on improving accuracy. |
| Keyword |
(in Japanese) |
(See Japanese page) |
| (in English) |
UWB / indoor positioning / neural network / time difference of arrival / weighted least squares / / / |
| Reference Info. |
IEICE Tech. Rep., vol. 126, no. 72, RCS2026-84, pp. 331-336, June 2026. |
| Paper # |
RCS2026-84 |
| Date of Issue |
2026-06-10 (RCS) |
| 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 |
RCS2026-84 |
| Conference Information |
| Committee |
RCS |
| Conference Date |
2026-06-17 - 2026-06-19 |
| Place (in Japanese) |
(See Japanese page) |
| Place (in English) |
The Ohama Nobumoto Memorial Hall |
| Topics (in Japanese) |
(See Japanese page) |
| Topics (in English) |
First Presentation in IEICE Technical Committee, Resource Control, Scheduling, Wireless Communications, etc. |
| Paper Information |
| Registration To |
RCS |
| Conference Code |
2026-06-RCS |
| Language |
Japanese |
| Title (in Japanese) |
(See Japanese page) |
| Sub Title (in Japanese) |
(See Japanese page) |
| Title (in English) |
A Study on Data-Driven Tuning of Extended Weighted Least Squares for UWB Indoor Positioning |
| Sub Title (in English) |
|
| Keyword(1) |
UWB |
| Keyword(2) |
indoor positioning |
| Keyword(3) |
neural network |
| Keyword(4) |
time difference of arrival |
| Keyword(5) |
weighted least squares |
| Keyword(6) |
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| Keyword(7) |
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| Keyword(8) |
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| 1st Author's Name |
Ryoichi Kawaguchi |
| 1st Author's Affiliation |
Doshisha University (Doshisha Univ) |
| 2nd Author's Name |
Shinsuke Ibi |
| 2nd Author's Affiliation |
Doshisha University (Doshisha Univ) |
| 3rd Author's Name |
Hisato Iwai |
| 3rd Author's Affiliation |
Doshisha University (Doshisha Univ) |
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| Speaker |
Author-1 |
| Date Time |
2026-06-19 14:30:00 |
| Presentation Time |
20 minutes |
| Registration for |
RCS |
| Paper # |
RCS2026-84 |
| Volume (vol) |
vol.126 |
| Number (no) |
no.72 |
| Page |
pp.331-336 |
| #Pages |
6 |
| Date of Issue |
2026-06-10 (RCS) |