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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...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2017
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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. |
format | Online Article Text |
id | pubmed-5336061 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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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