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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Main Authors: Elias Hatem, Sara Abou-Chakra, Elizabeth Colin, Jean-Marc Laheurte, Bachar El-Hassan
Format: Article
Language:English
Published: MDPI AG 2020-07-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/20/15/4100
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spelling doaj-01676a8ca4434739b9387c9418538b772020-11-25T03:27:58ZengMDPI AGSensors1424-82202020-07-01204100410010.3390/s20154100Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor LocalizationElias Hatem0Sara Abou-Chakra1Elizabeth Colin2Jean-Marc Laheurte3Bachar El-Hassan4School of Engineering, EFREI Paris, 94800 Villejuif, FranceFaculty of Technology, Lebanese University, Aabey 24375, LebanonSchool of Engineering, EFREI Paris, 94800 Villejuif, FranceElectronics, Communication Systems and Microsystems Laboratory (ESYCOM), Paris Est University, 77420 Champs-sur-Marne, FranceFaculty of Technology, Lebanese University, Aabey 24375, LebanonIndoor 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%.https://www.mdpi.com/1424-8220/20/15/4100indoor localizationreceived signal strength indicatormultiple input and single outputUHF RFID tagsconstellation of tagsposition error
collection DOAJ
language English
format Article
sources DOAJ
author Elias Hatem
Sara Abou-Chakra
Elizabeth Colin
Jean-Marc Laheurte
Bachar El-Hassan
spellingShingle Elias Hatem
Sara Abou-Chakra
Elizabeth Colin
Jean-Marc Laheurte
Bachar El-Hassan
Performance, Accuracy and Generalization Capability of RFID Tags’ Constellation for Indoor Localization
Sensors
indoor localization
received signal strength indicator
multiple input and single output
UHF RFID tags
constellation of tags
position error
author_facet Elias Hatem
Sara Abou-Chakra
Elizabeth Colin
Jean-Marc Laheurte
Bachar El-Hassan
author_sort Elias Hatem
title 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_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_sort performance, accuracy and generalization capability of rfid tags’ constellation for indoor localization
publisher MDPI AG
series Sensors
issn 1424-8220
publishDate 2020-07-01
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%.
topic indoor localization
received signal strength indicator
multiple input and single output
UHF RFID tags
constellation of tags
position error
url https://www.mdpi.com/1424-8220/20/15/4100
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