Paper Abstract and Keywords |
Presentation |
2022-07-15 11:05
Study on Extended Ranging and Improved Accuracy of Indoor Positioning Using 5G D2D Communications Takeshi Yamamoto, Eiji Okamoto (NITech) SeMI2022-40 |
Abstract |
(in Japanese) |
(See Japanese page) |
(in English) |
In indoor locations where the global navigation satellite system (GNSS) cannot be used, alternative positioning methods are required. In particular, positioning methods using high-frequency communication signals are attracting attention and are expected to improve accuracy. Because such high-frequency signals have a short propagation distance and require a high density of base stations, cooperative positioning using device-to-device (D2D) communication has recently been studied to extend the positioning range. However, existing methods have a problem that the accuracy is degraded due to accumulated errors when positioning is performed between terminals. Therefore, in this paper, we propose a new cooperative positioning method that extends the positioning range by using the fifth-generation mobile communication system (5G) sidelink, and reduces the accumulated errors by using machine learning to predict the terminals with small error and then positioning them preferentially. Numerical results show that the root mean square error (RMSE) improves by about 54% compared to existing methods while maintaining the positioning success rate. |
Keyword |
(in Japanese) |
(See Japanese page) |
(in English) |
indoor positioning / 5G / D2D / mmWave / machine learning / / / |
Reference Info. |
IEICE Tech. Rep., vol. 122, no. 108, SeMI2022-40, pp. 87-92, July 2022. |
Paper # |
SeMI2022-40 |
Date of Issue |
2022-07-06 (SeMI) |
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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SeMI2022-40 |
Conference Information |
Committee |
NS SR RCS SeMI RCC |
Conference Date |
2022-07-13 - 2022-07-15 |
Place (in Japanese) |
(See Japanese page) |
Place (in English) |
The Kanazawa Theatre + Online |
Topics (in Japanese) |
(See Japanese page) |
Topics (in English) |
Distributed Wireless Network, M2M (Machine-to-Machine),D2D (Device-to-Device),IoT(Internet of Things), etc |
Paper Information |
Registration To |
SeMI |
Conference Code |
2022-07-NS-SR-RCS-SeMI-RCC |
Language |
Japanese |
Title (in Japanese) |
(See Japanese page) |
Sub Title (in Japanese) |
(See Japanese page) |
Title (in English) |
Study on Extended Ranging and Improved Accuracy of Indoor Positioning Using 5G D2D Communications |
Sub Title (in English) |
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Keyword(1) |
indoor positioning |
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5G |
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D2D |
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mmWave |
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machine learning |
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1st Author's Name |
Takeshi Yamamoto |
1st Author's Affiliation |
Nagoya Institute of Technology (NITech) |
2nd Author's Name |
Eiji Okamoto |
2nd Author's Affiliation |
Nagoya Institute of Technology (NITech) |
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Speaker |
Author-1 |
Date Time |
2022-07-15 11:05:00 |
Presentation Time |
25 minutes |
Registration for |
SeMI |
Paper # |
SeMI2022-40 |
Volume (vol) |
vol.122 |
Number (no) |
no.108 |
Page |
pp.87-92 |
#Pages |
6 |
Date of Issue |
2022-07-06 (SeMI) |
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