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Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks

In railways, weigh-in-motion (WIM) systems are composed of a series of sensors designed to capture and record the dynamic vertical forces applied by the passing train over the rail. From these forces, with specific algorithms, it is possible to estimate axle weights, wagon weights, the total train w...

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Autores principales: Pintão, Bruno, Mosleh, Araliya, Vale, Cecilia, Montenegro, Pedro, Costa, Pedro
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8914802/
https://www.ncbi.nlm.nih.gov/pubmed/35271123
http://dx.doi.org/10.3390/s22051976
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author Pintão, Bruno
Mosleh, Araliya
Vale, Cecilia
Montenegro, Pedro
Costa, Pedro
author_facet Pintão, Bruno
Mosleh, Araliya
Vale, Cecilia
Montenegro, Pedro
Costa, Pedro
author_sort Pintão, Bruno
collection PubMed
description In railways, weigh-in-motion (WIM) systems are composed of a series of sensors designed to capture and record the dynamic vertical forces applied by the passing train over the rail. From these forces, with specific algorithms, it is possible to estimate axle weights, wagon weights, the total train weight, vehicle speed, etc. Infrastructure managers have a particular interest in identifying these parameters for comparing real weights with permissible limits to warn when the train is overloaded. WIM is also particularly important for controlling non-uniform axle loads since it may damage the infrastructure and increase the risk of derailment. Hence, the real-time assessment of the axle loads of railway vehicles is of great interest for the protection of railways, planning track maintenance actions and for safety during the train operation. Although weigh-in-motion systems are used for the purpose of assessing the static loads enforced by the train onto the infrastructure, the present study proposes a new approach to deal with the issue. In this paper, a WIM algorithm developed for ballasted tracks is proposed and validated with synthetic data from trains that run in the Portuguese railway network. The proposed methodology to estimate the wheel static load is successfully accomplished, as the load falls within the confidence interval. This study constitutes a step forward in the development of WIM systems capable of estimating the weight of the train in motion. From the results, the algorithm is validated, demonstrating its potential for real-world application.
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spelling pubmed-89148022022-03-12 Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks Pintão, Bruno Mosleh, Araliya Vale, Cecilia Montenegro, Pedro Costa, Pedro Sensors (Basel) Article In railways, weigh-in-motion (WIM) systems are composed of a series of sensors designed to capture and record the dynamic vertical forces applied by the passing train over the rail. From these forces, with specific algorithms, it is possible to estimate axle weights, wagon weights, the total train weight, vehicle speed, etc. Infrastructure managers have a particular interest in identifying these parameters for comparing real weights with permissible limits to warn when the train is overloaded. WIM is also particularly important for controlling non-uniform axle loads since it may damage the infrastructure and increase the risk of derailment. Hence, the real-time assessment of the axle loads of railway vehicles is of great interest for the protection of railways, planning track maintenance actions and for safety during the train operation. Although weigh-in-motion systems are used for the purpose of assessing the static loads enforced by the train onto the infrastructure, the present study proposes a new approach to deal with the issue. In this paper, a WIM algorithm developed for ballasted tracks is proposed and validated with synthetic data from trains that run in the Portuguese railway network. The proposed methodology to estimate the wheel static load is successfully accomplished, as the load falls within the confidence interval. This study constitutes a step forward in the development of WIM systems capable of estimating the weight of the train in motion. From the results, the algorithm is validated, demonstrating its potential for real-world application. MDPI 2022-03-03 /pmc/articles/PMC8914802/ /pubmed/35271123 http://dx.doi.org/10.3390/s22051976 Text en © 2022 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
Pintão, Bruno
Mosleh, Araliya
Vale, Cecilia
Montenegro, Pedro
Costa, Pedro
Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title_full Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title_fullStr Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title_full_unstemmed Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title_short Development and Validation of a Weigh-in-Motion Methodology for Railway Tracks
title_sort development and validation of a weigh-in-motion methodology for railway tracks
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8914802/
https://www.ncbi.nlm.nih.gov/pubmed/35271123
http://dx.doi.org/10.3390/s22051976
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