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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...

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Detalles Bibliográficos
Autores principales: Hatem, Elias, Abou-Chakra, Sara, Colin, Elizabeth, Laheurte, Jean-Marc, El-Hassan, Bachar
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
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%.
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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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