Cargando…
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...
Autores principales: | , |
---|---|
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 |
_version_ | 1784613048710856704 |
---|---|
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. |
format | Online Article Text |
id | pubmed-8659792 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT szwochgrzegorz acousticdetectorofroadvehiclesbasedonsoundintensity AT kotusjozef acousticdetectorofroadvehiclesbasedonsoundintensity |