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A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †

In this paper, we study the influence of multipath magnitude, bandwidth, and communication link number on the performance of the existing time-reversal (TR) based fingerprinting localization approach and find that the localization accuracy deteriorates with a limited bandwidth. To improve the locali...

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Detalles Bibliográficos
Autores principales: Zheng, Lili, Hu, Binjie, Chen, Haoxiang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210306/
https://www.ncbi.nlm.nih.gov/pubmed/30322108
http://dx.doi.org/10.3390/s18103437
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author Zheng, Lili
Hu, Binjie
Chen, Haoxiang
author_facet Zheng, Lili
Hu, Binjie
Chen, Haoxiang
author_sort Zheng, Lili
collection PubMed
description In this paper, we study the influence of multipath magnitude, bandwidth, and communication link number on the performance of the existing time-reversal (TR) based fingerprinting localization approach and find that the localization accuracy deteriorates with a limited bandwidth. To improve the localization performance, by exploiting two unique location-specified signatures extracted from Channel State Information (CSI), we propose a high accuracy TR fingerprint localization approach, HATRFLA. Furthermore, we employ a density-based spatial clustering algorithm to minimize the storage space of the fingerprint database by adaptively selecting the optimal number of fingerprints for each location. Experimental results confirm that the proposed approach can efficiently mitigate accuracy deterioration caused by a limited bandwidth and consequently, achieve higher accuracy compared with the existing TR localization approach.
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spelling pubmed-62103062018-11-02 A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna † Zheng, Lili Hu, Binjie Chen, Haoxiang Sensors (Basel) Article In this paper, we study the influence of multipath magnitude, bandwidth, and communication link number on the performance of the existing time-reversal (TR) based fingerprinting localization approach and find that the localization accuracy deteriorates with a limited bandwidth. To improve the localization performance, by exploiting two unique location-specified signatures extracted from Channel State Information (CSI), we propose a high accuracy TR fingerprint localization approach, HATRFLA. Furthermore, we employ a density-based spatial clustering algorithm to minimize the storage space of the fingerprint database by adaptively selecting the optimal number of fingerprints for each location. Experimental results confirm that the proposed approach can efficiently mitigate accuracy deterioration caused by a limited bandwidth and consequently, achieve higher accuracy compared with the existing TR localization approach. MDPI 2018-10-12 /pmc/articles/PMC6210306/ /pubmed/30322108 http://dx.doi.org/10.3390/s18103437 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Zheng, Lili
Hu, Binjie
Chen, Haoxiang
A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title_full A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title_fullStr A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title_full_unstemmed A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title_short A High Accuracy Time-Reversal Based WiFi Indoor Localization Approach with a Single Antenna †
title_sort high accuracy time-reversal based wifi indoor localization approach with a single antenna †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210306/
https://www.ncbi.nlm.nih.gov/pubmed/30322108
http://dx.doi.org/10.3390/s18103437
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