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Experimental Evaluation of UWB Indoor Positioning for Sport Postures
Radio frequency (RF)-based indoor positioning systems (IPSs) use wireless technologies (including Wi-Fi, Zigbee, Bluetooth, and ultra-wide band (UWB)) to estimate the location of persons in areas where no Global Positioning System (GPS) reception is available, for example in indoor stadiums or sport...
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/PMC5796305/ https://www.ncbi.nlm.nih.gov/pubmed/29315267 http://dx.doi.org/10.3390/s18010168 |
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author | Ridolfi, Matteo Vandermeeren, Stef Defraye, Jense Steendam, Heidi Gerlo, Joeri De Clercq, Dirk Hoebeke, Jeroen De Poorter, Eli |
author_facet | Ridolfi, Matteo Vandermeeren, Stef Defraye, Jense Steendam, Heidi Gerlo, Joeri De Clercq, Dirk Hoebeke, Jeroen De Poorter, Eli |
author_sort | Ridolfi, Matteo |
collection | PubMed |
description | Radio frequency (RF)-based indoor positioning systems (IPSs) use wireless technologies (including Wi-Fi, Zigbee, Bluetooth, and ultra-wide band (UWB)) to estimate the location of persons in areas where no Global Positioning System (GPS) reception is available, for example in indoor stadiums or sports halls. Of the above-mentioned forms of radio frequency (RF) technology, UWB is considered one of the most accurate approaches because it can provide positioning estimates with centimeter-level accuracy. However, it is not yet known whether UWB can also offer such accurate position estimates during strenuous dynamic activities in which moves are characterized by fast changes in direction and velocity. To answer this question, this paper investigates the capabilities of UWB indoor localization systems for tracking athletes during their complex (and most of the time unpredictable) movements. To this end, we analyze the impact of on-body tag placement locations and human movement patterns on localization accuracy and communication reliability. Moreover, two localization algorithms (particle filter and Kalman filter) with different optimizations (bias removal, non-line-of-sight (NLoS) detection, and path determination) are implemented. It is shown that although the optimal choice of optimization depends on the type of movement patterns, some of the improvements can reduce the localization error by up to 31%. Overall, depending on the selected optimization and on-body tag placement, our algorithms show good results in terms of positioning accuracy, with average errors in position estimates of 20 cm. This makes UWB a suitable approach for tracking dynamic athletic activities. |
format | Online Article Text |
id | pubmed-5796305 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-57963052018-02-13 Experimental Evaluation of UWB Indoor Positioning for Sport Postures Ridolfi, Matteo Vandermeeren, Stef Defraye, Jense Steendam, Heidi Gerlo, Joeri De Clercq, Dirk Hoebeke, Jeroen De Poorter, Eli Sensors (Basel) Article Radio frequency (RF)-based indoor positioning systems (IPSs) use wireless technologies (including Wi-Fi, Zigbee, Bluetooth, and ultra-wide band (UWB)) to estimate the location of persons in areas where no Global Positioning System (GPS) reception is available, for example in indoor stadiums or sports halls. Of the above-mentioned forms of radio frequency (RF) technology, UWB is considered one of the most accurate approaches because it can provide positioning estimates with centimeter-level accuracy. However, it is not yet known whether UWB can also offer such accurate position estimates during strenuous dynamic activities in which moves are characterized by fast changes in direction and velocity. To answer this question, this paper investigates the capabilities of UWB indoor localization systems for tracking athletes during their complex (and most of the time unpredictable) movements. To this end, we analyze the impact of on-body tag placement locations and human movement patterns on localization accuracy and communication reliability. Moreover, two localization algorithms (particle filter and Kalman filter) with different optimizations (bias removal, non-line-of-sight (NLoS) detection, and path determination) are implemented. It is shown that although the optimal choice of optimization depends on the type of movement patterns, some of the improvements can reduce the localization error by up to 31%. Overall, depending on the selected optimization and on-body tag placement, our algorithms show good results in terms of positioning accuracy, with average errors in position estimates of 20 cm. This makes UWB a suitable approach for tracking dynamic athletic activities. MDPI 2018-01-09 /pmc/articles/PMC5796305/ /pubmed/29315267 http://dx.doi.org/10.3390/s18010168 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 Ridolfi, Matteo Vandermeeren, Stef Defraye, Jense Steendam, Heidi Gerlo, Joeri De Clercq, Dirk Hoebeke, Jeroen De Poorter, Eli Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title | Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title_full | Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title_fullStr | Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title_full_unstemmed | Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title_short | Experimental Evaluation of UWB Indoor Positioning for Sport Postures |
title_sort | experimental evaluation of uwb indoor positioning for sport postures |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5796305/ https://www.ncbi.nlm.nih.gov/pubmed/29315267 http://dx.doi.org/10.3390/s18010168 |
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