Prediction of railroad track geometry change using a hybrid CNN-LSTM spatial-temporal model

Predictive Maintenance for Railway Domain: A Systematic Literature Review

(2023) Mario Binder et al.   IEEE Engineering Management Review

Establish a patent risk prediction model for emerging technologies using deep learning and data augmentation

(2022) Yung-Chang Chi et al.   ADVANCED ENGINEERING INFORMATICS

Data-driven methods to predict track degradation: A case study

(2022) Saeed Goodarzi et al.   CONSTRUCTION AND BUILDING MATERIALS

A machine learning based methodology for broken rail prediction on freight railroads: A case study in the United States

(2022) Xin Wang et al.   CONSTRUCTION AND BUILDING MATERIALS

Relationship between track geometry defect occurrence and substructure condition: A case study on one passenger railroad in the United States

(2022) Xin Wang et al.   CONSTRUCTION AND BUILDING MATERIALS

Reducing the positional errors of railway track geometry measurements using alignment methods: A comparative case study

(2021) Mahdi Khosravi et al.   MEASUREMENT

Assessment and prediction of high speed railway bridge long-term deformation based on track geometry inspection big data

(2021) Yuan Wang et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

A Survey on Data-Driven Predictive Maintenance for the Railway Industry

(2021) Narjes Davari et al.   SENSORS

An elastic manifold learning approach to beat-to-beat interval estimation with ballistocardiography signals

(2020) Gang Shen et al.   ADVANCED ENGINEERING INFORMATICS

Development of a tram track degradation prediction model based on the acceleration data

(2019) Amir Falamarzi et al.   Structure and Infrastructure Engineering

Exploring the impact of foot-by-foot track geometry on the occurrence of rail defects

(2019) Reza Mohammadi et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

A Data-Fusion Approach for Speed Estimation and Location Calibration of a Metro Train Based on Low-Cost Sensors in Smartphones

(2019) Yuan Wang et al.   IEEE SENSORS JOURNAL

T-GCN: A Temporal Graph Convolutional Network for Traffic Prediction

(2019) Ling Zhao et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Data-driven optimization of railway maintenance for track geometry

(2018) Siddhartha Sharma et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Principal components analysis and track quality index: A machine learning approach

(2018) Ahmed Lasisi et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Position synchronization for track geometry inspection data via big-data fusion and incremental learning

(2018) Yuan Wang et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Recent applications of big data analytics in railway transportation systems: A survey

(2018) Faeze Ghofrani et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Prediction of Track Deterioration Using Maintenance Data and Machine Learning Schemes

(2018) Jun S. Lee et al.   Journal of Transportation Engineering Part A-Systems

Modeling of track geometry degradation and decisions on safety and maintenance: A literature review and possible future research directions

(2017) Christian Higgins et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

An ensemble classifier to predict track geometry degradation

(2017) Iván Cárdenas-Gallo et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Railway Track Circuit Fault Diagnosis Using Recurrent Neural Networks

(2017) Tim de Bruin et al.   IEEE Transactions on Neural Networks and Learning Systems

Using multiple adaptive regression to address the impact of track geometry on development of rail defects

(2016) Allan M. Zarembski et al.   CONSTRUCTION AND BUILDING MATERIALS

Optimal Match Method for Milepoint Postprocessing of Track Condition Data from Subway Track Geometry Cars

(2016) Peng Xu et al.   JOURNAL OF TRANSPORTATION ENGINEERING

Predictive Maintenance Model for Ballast Tamping

(2016) Luis Filipe Caetano et al.   JOURNAL OF TRANSPORTATION ENGINEERING

Mean Absolute Percentage Error for regression models

(2016) Arnaud de Myttenaere et al.   NEUROCOMPUTING

Optimal Match Method for Milepoint Postprocessing of Track Condition Data from Subway Track Geometry Cars

(2016) Peng Xu et al.   JOURNAL OF TRANSPORTATION ENGINEERING

Predictive Maintenance Model for Ballast Tamping

(2016) Luis Filipe Caetano et al.   JOURNAL OF TRANSPORTATION ENGINEERING

Track geometry defect rectification based on track deterioration modelling and derailment risk assessment

(2015) Qing He et al.   JOURNAL OF THE OPERATIONAL RESEARCH SOCIETY

Dynamic-Time-Warping-Based Measurement Data Alignment Model for Condition-Based Railroad Track Maintenance

(2014) Peng Xu et al.   IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS

Convolutional Neural Networks for Speech Recognition

(2014) Ossama Abdel-Hamid et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

Markov-based model for the prediction of railway track irregularities

(2013) Lei Bai et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

Key Equipment Identification model for correcting milepost errors of track geometry data from track inspection cars

(2013) Peng Xu et al.   TRANSPORTATION RESEARCH PART C-EMERGING TECHNOLOGIES

Advanced Stochastic Modeling of Railway Track Irregularities

(2013) Mengyi Zhu et al.   Advances in Mechanical Engineering

Track Irregularity Time Series Analysis and Trend Forecasting

(2012) Jia Chaolong et al.   DISCRETE DYNAMICS IN NATURE AND SOCIETY

Analysis of Causes of Major Train Derailment and Their Effect on Accident Rates

(2012) Xiang Liu et al.   TRANSPORTATION RESEARCH RECORD

Estimation of wheel–rail contact conditions and adhesion using the multiple model approach

(2012) I. Hussain et al.   VEHICLE SYSTEM DYNAMICS

A performance evaluation of vision and radio frequency tracking methods for interacting workforce

(2011) J. Yang et al.   ADVANCED ENGINEERING INFORMATICS

An integrated workflow for robust alignment and simplified quantitative analysis of NMR spectrometry data

(2011) Trung N Vu et al.   BMC BIOINFORMATICS

A short-range prediction model for track quality index

(2011) P Xu et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

Research on a Short-Range Prediction Model for Track Irregularity over Small Track Lengths

(2010) Rengkui Liu et al.   JOURNAL OF TRANSPORTATION ENGINEERING

Recursive Segment-Wise Peak Alignment of Biological1H NMR Spectra for Improved Metabolic Biomarker Recovery

(2009) Kirill A. Veselkov et al.   ANALYTICAL CHEMISTRY

icoshift: A versatile tool for the rapid alignment of 1D NMR spectra

(2009) F. Savorani et al.   JOURNAL OF MAGNETIC RESONANCE

Time series AR modeling with missing observations based on the polynomial transformation

(2009) Jie Ding et al.   MATHEMATICAL AND COMPUTER MODELLING