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Some Design Considerations in Passive Indoor Positioning Systems

User location is becoming an increasingly common and important feature for a wide range of services. Smartphone owners increasingly use location-based services, as service providers add context-enhanced functionality such as car-driving routes, COVID-19 tracking, crowdedness indicators, and suggesti...

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Autores principales: Engström, Jimmy, Jevinger, Åse, Olsson, Carl Magnus, Persson, Jan A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10301307/
https://www.ncbi.nlm.nih.gov/pubmed/37420850
http://dx.doi.org/10.3390/s23125684
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author Engström, Jimmy
Jevinger, Åse
Olsson, Carl Magnus
Persson, Jan A.
author_facet Engström, Jimmy
Jevinger, Åse
Olsson, Carl Magnus
Persson, Jan A.
author_sort Engström, Jimmy
collection PubMed
description User location is becoming an increasingly common and important feature for a wide range of services. Smartphone owners increasingly use location-based services, as service providers add context-enhanced functionality such as car-driving routes, COVID-19 tracking, crowdedness indicators, and suggestions for nearby points of interest. However, positioning a user indoors is still problematic due to the fading of the radio signal caused by multipath and shadowing, where both have complex dependencies on the indoor environment. Location fingerprinting is a common positioning method where Radio Signal Strength (RSS) measurements are compared to a reference database of previously stored RSS values. Due to the size of the reference databases, these are often stored in the cloud. However, server-side positioning computations make preserving the user’s privacy problematic. Given the assumption that a user does not want to communicate his/her location, we pose the question of whether a passive system with client-side computations can substitute fingerprinting-based systems, which commonly use active communication with a server. We compared two passive indoor location systems based on multilateration and sensor fusion using an Unscented Kalman Filter (UKF) with fingerprinting and show how these may provide accurate indoor positioning without compromising the user’s privacy in a busy office environment.
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spelling pubmed-103013072023-06-29 Some Design Considerations in Passive Indoor Positioning Systems Engström, Jimmy Jevinger, Åse Olsson, Carl Magnus Persson, Jan A. Sensors (Basel) Article User location is becoming an increasingly common and important feature for a wide range of services. Smartphone owners increasingly use location-based services, as service providers add context-enhanced functionality such as car-driving routes, COVID-19 tracking, crowdedness indicators, and suggestions for nearby points of interest. However, positioning a user indoors is still problematic due to the fading of the radio signal caused by multipath and shadowing, where both have complex dependencies on the indoor environment. Location fingerprinting is a common positioning method where Radio Signal Strength (RSS) measurements are compared to a reference database of previously stored RSS values. Due to the size of the reference databases, these are often stored in the cloud. However, server-side positioning computations make preserving the user’s privacy problematic. Given the assumption that a user does not want to communicate his/her location, we pose the question of whether a passive system with client-side computations can substitute fingerprinting-based systems, which commonly use active communication with a server. We compared two passive indoor location systems based on multilateration and sensor fusion using an Unscented Kalman Filter (UKF) with fingerprinting and show how these may provide accurate indoor positioning without compromising the user’s privacy in a busy office environment. MDPI 2023-06-18 /pmc/articles/PMC10301307/ /pubmed/37420850 http://dx.doi.org/10.3390/s23125684 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/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 (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Engström, Jimmy
Jevinger, Åse
Olsson, Carl Magnus
Persson, Jan A.
Some Design Considerations in Passive Indoor Positioning Systems
title Some Design Considerations in Passive Indoor Positioning Systems
title_full Some Design Considerations in Passive Indoor Positioning Systems
title_fullStr Some Design Considerations in Passive Indoor Positioning Systems
title_full_unstemmed Some Design Considerations in Passive Indoor Positioning Systems
title_short Some Design Considerations in Passive Indoor Positioning Systems
title_sort some design considerations in passive indoor positioning systems
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10301307/
https://www.ncbi.nlm.nih.gov/pubmed/37420850
http://dx.doi.org/10.3390/s23125684
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