Ballasted track behaviour induced by absent sleeper support and its detection based on a convolutional neural network using track data

D Zhang, P Xu, Y Tian, C Zhong, X Zhang - Urban Rail Transit, 2023 - Springer
With development of the heavy-haul railway, the increased axle load and traction weight
bring a significant challenge for the service performance and safety maintenance of the …

Measuring vertical track irregularities from instrumented heavy haul railway vehicle data using machine learning

AC Pires, MCA Viana, LM Scaramussa… - … Applications of Artificial …, 2024 - Elsevier
This paper proposes a data-driven approach to estimating geometric track irregularities from
instrumented railway vehicle (IRV) data. Machine learning is used to find the nonlinear …

A method for support stiffness failure identification in a steel spring floating slab track of urban railway: a case study in China

J Zheng, C Zhao, D Shi, P Wang, J Wang… - Journal of Zhejiang …, 2024 - Springer
The extensive use of steel spring floating slab tracks has effectively addressed the challenge
of alleviating the environmental vibrations induced by urban rail transit systems. However …

城市轨道交通钢弹簧浮置板轨道支承刚度失效识别方法: 一项中国的案例研究

J ZHENG, C ZHAO, D SHI, P WANG… - Journal of Zhejiang …, 2024 - jzus.zju.edu.cn
目的: 在列车往复动力作用和复杂环境因素耦合作用下, 常出现诸如钢弹簧隔振器断裂,
基底不均匀沉降诱发吊空等隔振器支承刚度失效的问题. 本文提出一种钢弹簧浮置板轨道支承 …

Feasibility study of a rail vehicle damper fault detection by artificial neural networks

R Melnik, S Koziak, J Dižo, T Kuźmierowski… - Eksploatacja i …, 2023 - repo.pw.edu.pl
The aim of the study was to investigate rail vehicle dynamics under primary suspension
dampers faults and explore possibility of its detection by means of artificial neural networks …

[PDF][PDF] Weightless Neural Network-Based Fault Diagnosis in Suspension System.

R Shah, PA Balaji, V Sugumaran - FME Transactions, 2024 - mas.bg.ac.rs
Vehicle suspension systems play a critical role in ensuring passenger comfort and safety.
Detecting faults in these systems is vital for maintaining safety, performance, and cost …

Transfer learning based fault detection for suspension system using vibrational analysis and radar plots

SA Sai, SN Venkatesh, S Dhanasekaran, PA Balaji… - Machines, 2023 - mdpi.com
The suspension system is of paramount importance in any automobile. Thanks to the
suspension system, every journey benefits from pleasant rides, stable driving and precise …

Feasibility study of a rail vehicle damper fault detection by artificial neural Indexed by: networks.

R Melnik, S Koziak, J Dižo… - Maintenance & …, 2023 - search.ebscohost.com
The aim of the study was to investigate rail vehicle dynamics under primary suspension
dampers faults and explore possibility of its detection by means of artificial neural networks …

A Robust Approach for Fault Diagnosis in Railway Suspension Systems

S Zoljic-Beglerovic, M Ali Golkani… - Sliding-Mode Control …, 2023 - Springer
Due to the increased popularity of railway transportation, maximizing the availability of both
vehicles and infrastructure is on high demand. To fulfill this requirement, the development of …

[PDF][PDF] Eksploatacja i Niezawodnosc–Maintenance and Reliability

E Karadayia, F Iscioglub - Eksploatacja i Niezawodnosc, 2023 - academia.edu
In the theory of reliability analysis and the reliability applications of many industrial systems,
to enhance the redundancy of the system or bring down the costs in the maintenance …