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Doubling the Accuracy of Indoor Positioning: Frequency Diversity
Determination of indoor position based on fine time measurement (FTM) of the round trip time (RTT) of a signal between an initiator (smartphone) and a responder (Wi-Fi access point) enables a number of applications. However, the accuracy currently attainable—standard deviations of 1–2 m in distance...
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2020
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085802/ https://www.ncbi.nlm.nih.gov/pubmed/32182758 http://dx.doi.org/10.3390/s20051489 |
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author | Horn, Berthold K.P. |
author_facet | Horn, Berthold K.P. |
author_sort | Horn, Berthold K.P. |
collection | PubMed |
description | Determination of indoor position based on fine time measurement (FTM) of the round trip time (RTT) of a signal between an initiator (smartphone) and a responder (Wi-Fi access point) enables a number of applications. However, the accuracy currently attainable—standard deviations of 1–2 m in distance measurement under favorable circumstances—limits the range of possible applications. An emergency worker, for example, may not be able to unequivocally determine on which floor someone in need of help is in a multi-story building. The error in position depends on several factors, including the bandwidth of the RF signal, delay of the signal due to the high relative permittivity of construction materials, and the geometry-dependent “noise gain” of position determination. Errors in distance measurements have unusal properties that are exposed here. Improvements in accuracy depend on understanding all of these error sources. This paper introduces “frequency diversity,” a method for doubling the accuracy of indoor position determination using weighted averages of measurements with uncorrelated errors obtained in different channels. The properties of this method are verified experimentally with a range of responders. Finally, different ways of using the distance measurements to determine indoor position are discussed and the Bayesian grid update method shown to be more useful than others, given the non-Gaussian nature of the measurement errors. |
format | Online Article Text |
id | pubmed-7085802 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-70858022020-03-25 Doubling the Accuracy of Indoor Positioning: Frequency Diversity Horn, Berthold K.P. Sensors (Basel) Article Determination of indoor position based on fine time measurement (FTM) of the round trip time (RTT) of a signal between an initiator (smartphone) and a responder (Wi-Fi access point) enables a number of applications. However, the accuracy currently attainable—standard deviations of 1–2 m in distance measurement under favorable circumstances—limits the range of possible applications. An emergency worker, for example, may not be able to unequivocally determine on which floor someone in need of help is in a multi-story building. The error in position depends on several factors, including the bandwidth of the RF signal, delay of the signal due to the high relative permittivity of construction materials, and the geometry-dependent “noise gain” of position determination. Errors in distance measurements have unusal properties that are exposed here. Improvements in accuracy depend on understanding all of these error sources. This paper introduces “frequency diversity,” a method for doubling the accuracy of indoor position determination using weighted averages of measurements with uncorrelated errors obtained in different channels. The properties of this method are verified experimentally with a range of responders. Finally, different ways of using the distance measurements to determine indoor position are discussed and the Bayesian grid update method shown to be more useful than others, given the non-Gaussian nature of the measurement errors. MDPI 2020-03-09 /pmc/articles/PMC7085802/ /pubmed/32182758 http://dx.doi.org/10.3390/s20051489 Text en © 2020 by the author. 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 Horn, Berthold K.P. Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title | Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title_full | Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title_fullStr | Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title_full_unstemmed | Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title_short | Doubling the Accuracy of Indoor Positioning: Frequency Diversity |
title_sort | doubling the accuracy of indoor positioning: frequency diversity |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7085802/ https://www.ncbi.nlm.nih.gov/pubmed/32182758 http://dx.doi.org/10.3390/s20051489 |
work_keys_str_mv | AT hornbertholdkp doublingtheaccuracyofindoorpositioningfrequencydiversity |