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A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †

SmartRoadSense is a crowdsensing project aimed at monitoring the conditions of the road surface. Using the sensors of a smartphone, SmartRoadSense monitors the vertical accelerations inside a vehicle traveling the road and extracts a roughness index conveying information about the road conditions. T...

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Detalles Bibliográficos
Autores principales: Alessandroni, Giacomo, Carini, Alberto, Lattanzi, Emanuele, Freschi, Valerio, Bogliolo, Alessandro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336061/
https://www.ncbi.nlm.nih.gov/pubmed/28178224
http://dx.doi.org/10.3390/s17020305
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author Alessandroni, Giacomo
Carini, Alberto
Lattanzi, Emanuele
Freschi, Valerio
Bogliolo, Alessandro
author_facet Alessandroni, Giacomo
Carini, Alberto
Lattanzi, Emanuele
Freschi, Valerio
Bogliolo, Alessandro
author_sort Alessandroni, Giacomo
collection PubMed
description SmartRoadSense is a crowdsensing project aimed at monitoring the conditions of the road surface. Using the sensors of a smartphone, SmartRoadSense monitors the vertical accelerations inside a vehicle traveling the road and extracts a roughness index conveying information about the road conditions. The roughness index and the smartphone GPS data are periodically sent to a central server where they are processed, associated with the specific road, and aggregated with data measured by other smartphones. This paper studies how the smartphone vertical accelerations and the roughness index are related to the vehicle speed. It is shown that the dependence can be locally approximated with a gamma (power) law. Extensive experimental results using data extracted from SmartRoadSense database confirm the gamma law relationship between the roughness index and the vehicle speed. The gamma law is then used for improving the SmartRoadSense data aggregation accounting for the effect of vehicle speed.
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spelling pubmed-53360612017-03-16 A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case † Alessandroni, Giacomo Carini, Alberto Lattanzi, Emanuele Freschi, Valerio Bogliolo, Alessandro Sensors (Basel) Article SmartRoadSense is a crowdsensing project aimed at monitoring the conditions of the road surface. Using the sensors of a smartphone, SmartRoadSense monitors the vertical accelerations inside a vehicle traveling the road and extracts a roughness index conveying information about the road conditions. The roughness index and the smartphone GPS data are periodically sent to a central server where they are processed, associated with the specific road, and aggregated with data measured by other smartphones. This paper studies how the smartphone vertical accelerations and the roughness index are related to the vehicle speed. It is shown that the dependence can be locally approximated with a gamma (power) law. Extensive experimental results using data extracted from SmartRoadSense database confirm the gamma law relationship between the roughness index and the vehicle speed. The gamma law is then used for improving the SmartRoadSense data aggregation accounting for the effect of vehicle speed. MDPI 2017-02-07 /pmc/articles/PMC5336061/ /pubmed/28178224 http://dx.doi.org/10.3390/s17020305 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
Alessandroni, Giacomo
Carini, Alberto
Lattanzi, Emanuele
Freschi, Valerio
Bogliolo, Alessandro
A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title_full A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title_fullStr A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title_full_unstemmed A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title_short A Study on the Influence of Speed on Road Roughness Sensing: The SmartRoadSense Case †
title_sort study on the influence of speed on road roughness sensing: the smartroadsense case †
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5336061/
https://www.ncbi.nlm.nih.gov/pubmed/28178224
http://dx.doi.org/10.3390/s17020305
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