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TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips
This paper aims at proposing a new wireless indoor localization system (ILS), called TrackCC, based on a commercial type of low-power system-on-chip (SoC), nRF24LE1. This type of chip has only l output power levels and acute fluctuation for a received minimum power level in operation, which give ris...
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/PMC5492154/ https://www.ncbi.nlm.nih.gov/pubmed/28617313 http://dx.doi.org/10.3390/s17061391 |
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author | Li, Xiaolong Zheng, Yan Cai, Jun Yi, Yunfei |
author_facet | Li, Xiaolong Zheng, Yan Cai, Jun Yi, Yunfei |
author_sort | Li, Xiaolong |
collection | PubMed |
description | This paper aims at proposing a new wireless indoor localization system (ILS), called TrackCC, based on a commercial type of low-power system-on-chip (SoC), nRF24LE1. This type of chip has only l output power levels and acute fluctuation for a received minimum power level in operation, which give rise to many practical challenges for designing localization algorithms. In order to address these challenges, we exploit the Markov theory to construct a [Formula: see text] -sized state transition matrix to remove the fluctuation, and then propose a priority-based pattern matching algorithm to search for the most similar match in the signal map to estimate the real position of unknown nodes. The experimental results show that, compared to two existing wireless ILSs, LANDMARC and SAIL, which have meter level positioning accuracy, the proposed TrackCC can achieve the decimeter level accuracy on average in both line-of-sight (LOS) and non-line-of-sight (NLOS) senarios. |
format | Online Article Text |
id | pubmed-5492154 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-54921542017-07-03 TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips Li, Xiaolong Zheng, Yan Cai, Jun Yi, Yunfei Sensors (Basel) Article This paper aims at proposing a new wireless indoor localization system (ILS), called TrackCC, based on a commercial type of low-power system-on-chip (SoC), nRF24LE1. This type of chip has only l output power levels and acute fluctuation for a received minimum power level in operation, which give rise to many practical challenges for designing localization algorithms. In order to address these challenges, we exploit the Markov theory to construct a [Formula: see text] -sized state transition matrix to remove the fluctuation, and then propose a priority-based pattern matching algorithm to search for the most similar match in the signal map to estimate the real position of unknown nodes. The experimental results show that, compared to two existing wireless ILSs, LANDMARC and SAIL, which have meter level positioning accuracy, the proposed TrackCC can achieve the decimeter level accuracy on average in both line-of-sight (LOS) and non-line-of-sight (NLOS) senarios. MDPI 2017-06-15 /pmc/articles/PMC5492154/ /pubmed/28617313 http://dx.doi.org/10.3390/s17061391 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 Li, Xiaolong Zheng, Yan Cai, Jun Yi, Yunfei TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title | TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title_full | TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title_fullStr | TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title_full_unstemmed | TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title_short | TrackCC: A Practical Wireless Indoor Localization System Based on Less-Expensive Chips |
title_sort | trackcc: a practical wireless indoor localization system based on less-expensive chips |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5492154/ https://www.ncbi.nlm.nih.gov/pubmed/28617313 http://dx.doi.org/10.3390/s17061391 |
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