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A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning

Currently, visible light positioning (VLP) enabling an illumination infrastructure requires a costly retrofit. Intensity modulation systems not only necessitate changes to the internal LED driving module, but decrease the LEDs’ radiant flux as well. This hinders the infrastructure’s ability to meet...

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Autores principales: Bastiaens, Sander, Deprez, Kenneth, Martens, Luc, Joseph, Wout, Plets, David
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7583036/
https://www.ncbi.nlm.nih.gov/pubmed/33003578
http://dx.doi.org/10.3390/s20195596
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author Bastiaens, Sander
Deprez, Kenneth
Martens, Luc
Joseph, Wout
Plets, David
author_facet Bastiaens, Sander
Deprez, Kenneth
Martens, Luc
Joseph, Wout
Plets, David
author_sort Bastiaens, Sander
collection PubMed
description Currently, visible light positioning (VLP) enabling an illumination infrastructure requires a costly retrofit. Intensity modulation systems not only necessitate changes to the internal LED driving module, but decrease the LEDs’ radiant flux as well. This hinders the infrastructure’s ability to meet the maintained illuminance standards. Ideally, the LEDs could be left unmodulated, i.e., unmodulated VLP (uVLP). uVLP systems, inherently low-cost, exploit the characteristics of the light signals of opportunity (LSOOP) to infer a position. In this paper, it is shown that proper signal processing allows using the LED’s characteristic frequency (CF) as a discriminative feature in photodiode (PD)-based received signal strength (RSS) uVLP. This manuscript investigates and compares the aptitude of (future) RSS-based uVLP and VLP systems in terms of their feasibility, cost and accuracy. It demonstrates that CF-based uVLP exhibits an acceptable loss of accuracy compared to (regular) VLP. For point source-like LEDs, uVLP only worsens the trilateration-based median [Formula: see text] and 90th percentile root-mean-square error [Formula: see text] from [Formula: see text] to [Formula: see text] (+50%) and from [Formula: see text] to [Formula: see text] (+62%), in the [Formula: see text] × [Formula: see text] room under consideration. A large experimental validation shows that employing a robust model-based fingerprinting localisation procedure, instead of trilateration, further boosts uVLP’s [Formula: see text] and [Formula: see text] accuracy to [Formula: see text] and [Formula: see text]. When collating with VLP’s [Formula: see text] and [Formula: see text] , uVLP exhibits a comparable positioning performance at a significantly lower cost and at a higher maintained illuminance, all of which underline uVLP’s high adoption potential. With this work, a significant step is taken towards the development of an accurate and low-cost tracking system.
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spelling pubmed-75830362020-10-28 A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning Bastiaens, Sander Deprez, Kenneth Martens, Luc Joseph, Wout Plets, David Sensors (Basel) Article Currently, visible light positioning (VLP) enabling an illumination infrastructure requires a costly retrofit. Intensity modulation systems not only necessitate changes to the internal LED driving module, but decrease the LEDs’ radiant flux as well. This hinders the infrastructure’s ability to meet the maintained illuminance standards. Ideally, the LEDs could be left unmodulated, i.e., unmodulated VLP (uVLP). uVLP systems, inherently low-cost, exploit the characteristics of the light signals of opportunity (LSOOP) to infer a position. In this paper, it is shown that proper signal processing allows using the LED’s characteristic frequency (CF) as a discriminative feature in photodiode (PD)-based received signal strength (RSS) uVLP. This manuscript investigates and compares the aptitude of (future) RSS-based uVLP and VLP systems in terms of their feasibility, cost and accuracy. It demonstrates that CF-based uVLP exhibits an acceptable loss of accuracy compared to (regular) VLP. For point source-like LEDs, uVLP only worsens the trilateration-based median [Formula: see text] and 90th percentile root-mean-square error [Formula: see text] from [Formula: see text] to [Formula: see text] (+50%) and from [Formula: see text] to [Formula: see text] (+62%), in the [Formula: see text] × [Formula: see text] room under consideration. A large experimental validation shows that employing a robust model-based fingerprinting localisation procedure, instead of trilateration, further boosts uVLP’s [Formula: see text] and [Formula: see text] accuracy to [Formula: see text] and [Formula: see text]. When collating with VLP’s [Formula: see text] and [Formula: see text] , uVLP exhibits a comparable positioning performance at a significantly lower cost and at a higher maintained illuminance, all of which underline uVLP’s high adoption potential. With this work, a significant step is taken towards the development of an accurate and low-cost tracking system. MDPI 2020-09-29 /pmc/articles/PMC7583036/ /pubmed/33003578 http://dx.doi.org/10.3390/s20195596 Text en © 2020 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
Bastiaens, Sander
Deprez, Kenneth
Martens, Luc
Joseph, Wout
Plets, David
A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title_full A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title_fullStr A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title_full_unstemmed A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title_short A Comprehensive Study on Light Signals of Opportunity for Subdecimetre Unmodulated Visible Light Positioning
title_sort comprehensive study on light signals of opportunity for subdecimetre unmodulated visible light positioning
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7583036/
https://www.ncbi.nlm.nih.gov/pubmed/33003578
http://dx.doi.org/10.3390/s20195596
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