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A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring
This paper reviews low-cost vehicle and pedestrian detection methods and compares their accuracy. The main goal of this survey is to summarize the progress achieved to date and to help identify the sensing technologies that provide high detection accuracy and meet requirements related to cost and ea...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210350/ https://www.ncbi.nlm.nih.gov/pubmed/30261665 http://dx.doi.org/10.3390/s18103243 |
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author | Bernas, Marcin Płaczek, Bartłomiej Korski, Wojciech Loska, Piotr Smyła, Jarosław Szymała, Piotr |
author_facet | Bernas, Marcin Płaczek, Bartłomiej Korski, Wojciech Loska, Piotr Smyła, Jarosław Szymała, Piotr |
author_sort | Bernas, Marcin |
collection | PubMed |
description | This paper reviews low-cost vehicle and pedestrian detection methods and compares their accuracy. The main goal of this survey is to summarize the progress achieved to date and to help identify the sensing technologies that provide high detection accuracy and meet requirements related to cost and ease of installation. Special attention is paid to wireless battery-powered detectors of small dimensions that can be quickly and effortlessly installed alongside traffic lanes (on the side of a road or on a curb) without any additional supporting structures. The comparison of detection methods presented in this paper is based on results of experiments that were conducted with a variety of sensors in a wide range of configurations. During experiments various sensor sets were analyzed. It was shown that the detection accuracy can be significantly improved by fusing data from appropriately selected set of sensors. The experimental results reveal that accurate vehicle detection can be achieved by using sets of passive sensors. Application of active sensors was necessary to obtain satisfactory results in case of pedestrian detection. |
format | Online Article Text |
id | pubmed-6210350 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-62103502018-11-02 A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring Bernas, Marcin Płaczek, Bartłomiej Korski, Wojciech Loska, Piotr Smyła, Jarosław Szymała, Piotr Sensors (Basel) Article This paper reviews low-cost vehicle and pedestrian detection methods and compares their accuracy. The main goal of this survey is to summarize the progress achieved to date and to help identify the sensing technologies that provide high detection accuracy and meet requirements related to cost and ease of installation. Special attention is paid to wireless battery-powered detectors of small dimensions that can be quickly and effortlessly installed alongside traffic lanes (on the side of a road or on a curb) without any additional supporting structures. The comparison of detection methods presented in this paper is based on results of experiments that were conducted with a variety of sensors in a wide range of configurations. During experiments various sensor sets were analyzed. It was shown that the detection accuracy can be significantly improved by fusing data from appropriately selected set of sensors. The experimental results reveal that accurate vehicle detection can be achieved by using sets of passive sensors. Application of active sensors was necessary to obtain satisfactory results in case of pedestrian detection. MDPI 2018-09-26 /pmc/articles/PMC6210350/ /pubmed/30261665 http://dx.doi.org/10.3390/s18103243 Text en © 2018 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 Bernas, Marcin Płaczek, Bartłomiej Korski, Wojciech Loska, Piotr Smyła, Jarosław Szymała, Piotr A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title | A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title_full | A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title_fullStr | A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title_full_unstemmed | A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title_short | A Survey and Comparison of Low-Cost Sensing Technologies for Road Traffic Monitoring |
title_sort | survey and comparison of low-cost sensing technologies for road traffic monitoring |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6210350/ https://www.ncbi.nlm.nih.gov/pubmed/30261665 http://dx.doi.org/10.3390/s18103243 |
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