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A Modular Localization System as a Positioning Service for Road Transport

In recent times smart devices have attracted a large number of users. Since many of these devices allow position estimation using Global Navigation Satellite Systems (GNSS) signals, a large number of location-based applications and services have emerged, especially in transport systems. However GNSS...

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Detalles Bibliográficos
Autores principales: Brida, Peter, Machaj, Juraj, Benikovsky, Jozef
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279482/
https://www.ncbi.nlm.nih.gov/pubmed/25353979
http://dx.doi.org/10.3390/s141120274
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author Brida, Peter
Machaj, Juraj
Benikovsky, Jozef
author_facet Brida, Peter
Machaj, Juraj
Benikovsky, Jozef
author_sort Brida, Peter
collection PubMed
description In recent times smart devices have attracted a large number of users. Since many of these devices allow position estimation using Global Navigation Satellite Systems (GNSS) signals, a large number of location-based applications and services have emerged, especially in transport systems. However GNSS signals are affected by the environment and are not always present, especially in dense urban environment or indoors. In this work firstly a Modular Localization Algorithm is proposed to allow seamless switching between different positioning modules. This helps us develop a positioning system that is able to provide position estimates in both indoor and outdoor environments without any user interaction. Since the proposed system can run as a service on any smart device, it could allow users to navigate not only in outdoor environments, but also indoors, e.g., underground garages, tunnels etc. Secondly we present the proposal of a 2-phase map reduction algorithm which allows one to significantly reduce the complexity of position estimation processes in case that positioning is performed using a fingerprinting framework. The proposed 2-phase map reduction algorithm can also improve the accuracy of the position estimates by filtering out reference points that are far from the mobile device. Both algorithms were implemented into a positioning system and tested in real world conditions in both indoor and outdoor environments.
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spelling pubmed-42794822015-01-15 A Modular Localization System as a Positioning Service for Road Transport Brida, Peter Machaj, Juraj Benikovsky, Jozef Sensors (Basel) Article In recent times smart devices have attracted a large number of users. Since many of these devices allow position estimation using Global Navigation Satellite Systems (GNSS) signals, a large number of location-based applications and services have emerged, especially in transport systems. However GNSS signals are affected by the environment and are not always present, especially in dense urban environment or indoors. In this work firstly a Modular Localization Algorithm is proposed to allow seamless switching between different positioning modules. This helps us develop a positioning system that is able to provide position estimates in both indoor and outdoor environments without any user interaction. Since the proposed system can run as a service on any smart device, it could allow users to navigate not only in outdoor environments, but also indoors, e.g., underground garages, tunnels etc. Secondly we present the proposal of a 2-phase map reduction algorithm which allows one to significantly reduce the complexity of position estimation processes in case that positioning is performed using a fingerprinting framework. The proposed 2-phase map reduction algorithm can also improve the accuracy of the position estimates by filtering out reference points that are far from the mobile device. Both algorithms were implemented into a positioning system and tested in real world conditions in both indoor and outdoor environments. MDPI 2014-10-28 /pmc/articles/PMC4279482/ /pubmed/25353979 http://dx.doi.org/10.3390/s141120274 Text en © 2014 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 license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Brida, Peter
Machaj, Juraj
Benikovsky, Jozef
A Modular Localization System as a Positioning Service for Road Transport
title A Modular Localization System as a Positioning Service for Road Transport
title_full A Modular Localization System as a Positioning Service for Road Transport
title_fullStr A Modular Localization System as a Positioning Service for Road Transport
title_full_unstemmed A Modular Localization System as a Positioning Service for Road Transport
title_short A Modular Localization System as a Positioning Service for Road Transport
title_sort modular localization system as a positioning service for road transport
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4279482/
https://www.ncbi.nlm.nih.gov/pubmed/25353979
http://dx.doi.org/10.3390/s141120274
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