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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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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. |
format | Online Article Text |
id | pubmed-6210306 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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