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Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization
Indoor localization has recently witnessed an increase in interest due to its wide range of potential services. Further, the location information is very important in many applications, such as the Internet of Things, logistics, library management and so on. Hence, different technologies and techniq...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435455/ https://www.ncbi.nlm.nih.gov/pubmed/32717881 http://dx.doi.org/10.3390/s20154100 |
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author | Hatem, Elias Abou-Chakra, Sara Colin, Elizabeth Laheurte, Jean-Marc El-Hassan, Bachar |
author_facet | Hatem, Elias Abou-Chakra, Sara Colin, Elizabeth Laheurte, Jean-Marc El-Hassan, Bachar |
author_sort | Hatem, Elias |
collection | PubMed |
description | Indoor localization has recently witnessed an increase in interest due to its wide range of potential services. Further, the location information is very important in many applications, such as the Internet of Things, logistics, library management and so on. Hence, different technologies and techniques have been proposed in the literature for indoor localization systems. Most of these systems present the disadvantages of a poor performance, low accuracy and high cost. However, thanks to its low cost, high accuracy and non-line-of-sight detection, radio frequency identification (RFID)-based localization has increasingly become the most used technology for indoor localization. In this paper, we propose an innovative approach based on the multiple input single output (MISO) protocol to improve the accuracy of a low-cost RFID localization system. Whereas most traditional systems use a single tag for localization, the proposed architecture encourages the use of a group of RFID tags named as a constellation. According to experimental results and based on the signals’ diversity, the location accuracy is improved to get an estimated position error of 81 cm at the cumulative distribution function of 90%. |
format | Online Article Text |
id | pubmed-7435455 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-74354552020-08-28 Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization Hatem, Elias Abou-Chakra, Sara Colin, Elizabeth Laheurte, Jean-Marc El-Hassan, Bachar Sensors (Basel) Article Indoor localization has recently witnessed an increase in interest due to its wide range of potential services. Further, the location information is very important in many applications, such as the Internet of Things, logistics, library management and so on. Hence, different technologies and techniques have been proposed in the literature for indoor localization systems. Most of these systems present the disadvantages of a poor performance, low accuracy and high cost. However, thanks to its low cost, high accuracy and non-line-of-sight detection, radio frequency identification (RFID)-based localization has increasingly become the most used technology for indoor localization. In this paper, we propose an innovative approach based on the multiple input single output (MISO) protocol to improve the accuracy of a low-cost RFID localization system. Whereas most traditional systems use a single tag for localization, the proposed architecture encourages the use of a group of RFID tags named as a constellation. According to experimental results and based on the signals’ diversity, the location accuracy is improved to get an estimated position error of 81 cm at the cumulative distribution function of 90%. MDPI 2020-07-23 /pmc/articles/PMC7435455/ /pubmed/32717881 http://dx.doi.org/10.3390/s20154100 Text en © 2020 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 Hatem, Elias Abou-Chakra, Sara Colin, Elizabeth Laheurte, Jean-Marc El-Hassan, Bachar Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title | Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title_full | Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title_fullStr | Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title_full_unstemmed | Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title_short | Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization |
title_sort | performance, accuracy and generalization capability of rfid tags’ constellation for indoor localization |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7435455/ https://www.ncbi.nlm.nih.gov/pubmed/32717881 http://dx.doi.org/10.3390/s20154100 |
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