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Acoustic Detector of Road Vehicles Based on Sound Intensity

A method of detecting and counting road vehicles using an acoustic sensor placed by the road is presented. The sensor measures sound intensity in two directions: parallel and perpendicular to the road. The sound intensity analysis performs acoustic event detection. A normalized position of the sound...

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Detalles Bibliográficos
Autores principales: Szwoch, Grzegorz, Kotus, Józef
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659792/
https://www.ncbi.nlm.nih.gov/pubmed/34883785
http://dx.doi.org/10.3390/s21237781
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author Szwoch, Grzegorz
Kotus, Józef
author_facet Szwoch, Grzegorz
Kotus, Józef
author_sort Szwoch, Grzegorz
collection PubMed
description A method of detecting and counting road vehicles using an acoustic sensor placed by the road is presented. The sensor measures sound intensity in two directions: parallel and perpendicular to the road. The sound intensity analysis performs acoustic event detection. A normalized position of the sound source is tracked and used to determine if the detected event is related to a moving vehicle and to establish the direction of movement. The algorithm was tested on a continuous 24-h recording made in real-world conditions. The overall results were: recall 0.95, precision 0.95, F-score 0.95. In the analysis of one-hour slots, the worst results obtained in dense traffic were: recall 0.9, precision 0.93, F-score 0.91. The proposed method is intended for application in a network of traffic monitoring sensors, such as a smart city system. Its advantages include using a small, low cost and passive sensor, low algorithm complexity, and satisfactory detection accuracy.
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spelling pubmed-86597922021-12-10 Acoustic Detector of Road Vehicles Based on Sound Intensity Szwoch, Grzegorz Kotus, Józef Sensors (Basel) Article A method of detecting and counting road vehicles using an acoustic sensor placed by the road is presented. The sensor measures sound intensity in two directions: parallel and perpendicular to the road. The sound intensity analysis performs acoustic event detection. A normalized position of the sound source is tracked and used to determine if the detected event is related to a moving vehicle and to establish the direction of movement. The algorithm was tested on a continuous 24-h recording made in real-world conditions. The overall results were: recall 0.95, precision 0.95, F-score 0.95. In the analysis of one-hour slots, the worst results obtained in dense traffic were: recall 0.9, precision 0.93, F-score 0.91. The proposed method is intended for application in a network of traffic monitoring sensors, such as a smart city system. Its advantages include using a small, low cost and passive sensor, low algorithm complexity, and satisfactory detection accuracy. MDPI 2021-11-23 /pmc/articles/PMC8659792/ /pubmed/34883785 http://dx.doi.org/10.3390/s21237781 Text en © 2021 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
Szwoch, Grzegorz
Kotus, Józef
Acoustic Detector of Road Vehicles Based on Sound Intensity
title Acoustic Detector of Road Vehicles Based on Sound Intensity
title_full Acoustic Detector of Road Vehicles Based on Sound Intensity
title_fullStr Acoustic Detector of Road Vehicles Based on Sound Intensity
title_full_unstemmed Acoustic Detector of Road Vehicles Based on Sound Intensity
title_short Acoustic Detector of Road Vehicles Based on Sound Intensity
title_sort acoustic detector of road vehicles based on sound intensity
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8659792/
https://www.ncbi.nlm.nih.gov/pubmed/34883785
http://dx.doi.org/10.3390/s21237781
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