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An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms
Nowadays, there is a great interest in developing accurate wireless indoor localization mechanisms enabling the implementation of many consumer-oriented services. Among the many proposals, wireless indoor localization mechanisms based on the Received Signal Strength Indication (RSSI) are being widel...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5492516/ https://www.ncbi.nlm.nih.gov/pubmed/28590413 http://dx.doi.org/10.3390/s17061318 |
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author | Castillo-Cara, Manuel Lovón-Melgarejo, Jesús Bravo-Rocca, Gusseppe Orozco-Barbosa, Luis García-Varea, Ismael |
author_facet | Castillo-Cara, Manuel Lovón-Melgarejo, Jesús Bravo-Rocca, Gusseppe Orozco-Barbosa, Luis García-Varea, Ismael |
author_sort | Castillo-Cara, Manuel |
collection | PubMed |
description | Nowadays, there is a great interest in developing accurate wireless indoor localization mechanisms enabling the implementation of many consumer-oriented services. Among the many proposals, wireless indoor localization mechanisms based on the Received Signal Strength Indication (RSSI) are being widely explored. Most studies have focused on the evaluation of the capabilities of different mobile device brands and wireless network technologies. Furthermore, different parameters and algorithms have been proposed as a means of improving the accuracy of wireless-based localization mechanisms. In this paper, we focus on the tuning of the RSSI fingerprint to be used in the implementation of a Bluetooth Low Energy 4.0 (BLE4.0) Bluetooth localization mechanism. Following a holistic approach, we start by assessing the capabilities of two Bluetooth sensor/receiver devices. We then evaluate the relevance of the RSSI fingerprint reported by each BLE4.0 beacon operating at various transmission power levels using feature selection techniques. Based on our findings, we use two classification algorithms in order to improve the setting of the transmission power levels of each of the BLE4.0 beacons. Our main findings show that our proposal can greatly improve the localization accuracy by setting a custom transmission power level for each BLE4.0 beacon. |
format | Online Article Text |
id | pubmed-5492516 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-54925162017-07-03 An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms Castillo-Cara, Manuel Lovón-Melgarejo, Jesús Bravo-Rocca, Gusseppe Orozco-Barbosa, Luis García-Varea, Ismael Sensors (Basel) Article Nowadays, there is a great interest in developing accurate wireless indoor localization mechanisms enabling the implementation of many consumer-oriented services. Among the many proposals, wireless indoor localization mechanisms based on the Received Signal Strength Indication (RSSI) are being widely explored. Most studies have focused on the evaluation of the capabilities of different mobile device brands and wireless network technologies. Furthermore, different parameters and algorithms have been proposed as a means of improving the accuracy of wireless-based localization mechanisms. In this paper, we focus on the tuning of the RSSI fingerprint to be used in the implementation of a Bluetooth Low Energy 4.0 (BLE4.0) Bluetooth localization mechanism. Following a holistic approach, we start by assessing the capabilities of two Bluetooth sensor/receiver devices. We then evaluate the relevance of the RSSI fingerprint reported by each BLE4.0 beacon operating at various transmission power levels using feature selection techniques. Based on our findings, we use two classification algorithms in order to improve the setting of the transmission power levels of each of the BLE4.0 beacons. Our main findings show that our proposal can greatly improve the localization accuracy by setting a custom transmission power level for each BLE4.0 beacon. MDPI 2017-06-07 /pmc/articles/PMC5492516/ /pubmed/28590413 http://dx.doi.org/10.3390/s17061318 Text en © 2017 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 Castillo-Cara, Manuel Lovón-Melgarejo, Jesús Bravo-Rocca, Gusseppe Orozco-Barbosa, Luis García-Varea, Ismael An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title | An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title_full | An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title_fullStr | An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title_full_unstemmed | An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title_short | An Empirical Study of the Transmission Power Setting for Bluetooth-Based Indoor Localization Mechanisms |
title_sort | empirical study of the transmission power setting for bluetooth-based indoor localization mechanisms |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5492516/ https://www.ncbi.nlm.nih.gov/pubmed/28590413 http://dx.doi.org/10.3390/s17061318 |
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