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Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification

In a smart city, sensors are essential elements—the source of up-to-date traffic information. This article deals with magnetic sensors connected to wireless sensor networks (WSNs). They have a low investment cost, a long lifetime, and easy installation. However, it is still necessary to disturb the...

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Autores principales: Čulík, Kristián, Štefancová, Vladimíra, Hrudkay, Karol
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10303498/
https://www.ncbi.nlm.nih.gov/pubmed/37420903
http://dx.doi.org/10.3390/s23125740
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author Čulík, Kristián
Štefancová, Vladimíra
Hrudkay, Karol
author_facet Čulík, Kristián
Štefancová, Vladimíra
Hrudkay, Karol
author_sort Čulík, Kristián
collection PubMed
description In a smart city, sensors are essential elements—the source of up-to-date traffic information. This article deals with magnetic sensors connected to wireless sensor networks (WSNs). They have a low investment cost, a long lifetime, and easy installation. However, it is still necessary to disturb the road surface locally during their installation. All road lanes to and from the city center of Žilina have sensors that send data at five-minute intervals. They send up-to-date information about the traffic flow’s intensity, speed, and composition. The LoRa network ensures the data transmission, but in the event of failure, the 4G/LTE modem realizes the backup transmission. The disadvantage of this application of sensors is their accuracy. The research task was to compare the outputs from the WSN with a traffic survey. The appropriate method for the traffic survey on the selected road profile is a video recording and speed measurement using the Sierzega radar. The results show distorted values, mainly for short intervals. The most accurate output from magnetic sensors is the number of vehicles. On the other hand, traffic flow composition and speed measurement are relatively inaccurate because it is not easy to identify vehicles based on dynamic length. Another problem with sensors is frequent communication outages, which cause an accumulation of values after the outage ends. The secondary objective of the paper is to describe the traffic sensor network and its publicly accessible database. In the end, there are several proposals for data usage.
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spelling pubmed-103034982023-06-29 Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification Čulík, Kristián Štefancová, Vladimíra Hrudkay, Karol Sensors (Basel) Article In a smart city, sensors are essential elements—the source of up-to-date traffic information. This article deals with magnetic sensors connected to wireless sensor networks (WSNs). They have a low investment cost, a long lifetime, and easy installation. However, it is still necessary to disturb the road surface locally during their installation. All road lanes to and from the city center of Žilina have sensors that send data at five-minute intervals. They send up-to-date information about the traffic flow’s intensity, speed, and composition. The LoRa network ensures the data transmission, but in the event of failure, the 4G/LTE modem realizes the backup transmission. The disadvantage of this application of sensors is their accuracy. The research task was to compare the outputs from the WSN with a traffic survey. The appropriate method for the traffic survey on the selected road profile is a video recording and speed measurement using the Sierzega radar. The results show distorted values, mainly for short intervals. The most accurate output from magnetic sensors is the number of vehicles. On the other hand, traffic flow composition and speed measurement are relatively inaccurate because it is not easy to identify vehicles based on dynamic length. Another problem with sensors is frequent communication outages, which cause an accumulation of values after the outage ends. The secondary objective of the paper is to describe the traffic sensor network and its publicly accessible database. In the end, there are several proposals for data usage. MDPI 2023-06-20 /pmc/articles/PMC10303498/ /pubmed/37420903 http://dx.doi.org/10.3390/s23125740 Text en © 2023 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
Čulík, Kristián
Štefancová, Vladimíra
Hrudkay, Karol
Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title_full Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title_fullStr Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title_full_unstemmed Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title_short Application of Wireless Magnetic Sensors in the Urban Environment and Their Accuracy Verification
title_sort application of wireless magnetic sensors in the urban environment and their accuracy verification
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10303498/
https://www.ncbi.nlm.nih.gov/pubmed/37420903
http://dx.doi.org/10.3390/s23125740
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