Estimation of railway track longitudinal irregularity using vehicle response with information compression and Bayesian deep learning

Deep learning for post‐hurricane aerial damage assessment of buildings

(2021) Chih‐Shen Cheng et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Analyzing Risk of Service Failures in Heavy Haul Rail Lines: A Hybrid Approach for Imbalanced Data

(2021) Faeze Ghofrani et al.   RISK ANALYSIS

A decentralized unsupervised structural condition diagnosis approach using deep auto‐encoders

(2021) Kejie Jiang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Online estimation model for passenger flow state in urban rail transit using multi‐source data

(2021) Zhengping Tao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A knowledge‐enhanced deep reinforcement learning‐based shape optimizer for aerodynamic mitigation of wind‐sensitive structures

(2021) Shaopeng Li et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Balanced semisupervised generative adversarial network for damage assessment from low‐data imbalanced‐class regime

(2021) Yuqing Gao et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Convolutional neural networks for pavement roughness assessment using calibration-free vehicle dynamics

(2020) Jong-Hyun Jeong et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Detecting safety helmet wearing on construction sites with bounding‐box regression and deep transfer learning

(2020) Jie Shen et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Bi‐objective mountain railway alignment optimization incorporating seismic risk assessment

(2020) Taoran Song et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Spatial–Temporal Model to Identify the Deformation of Underlying High-Speed Railway Infrastructure

(2020) Chenzhong Li et al.   Journal of Transportation Engineering Part A-Systems

A Survey on Bayesian Deep Learning

(2020) Hao Wang et al.   ACM COMPUTING SURVEYS

Automatic railroad track components inspection using real‐time instance segmentation

(2020) Feng Guo et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

A hybrid deep learning model for predictive flood warning and situation awareness using channel network sensors data

(2020) Shangjia Dong et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Approximate Bayesian computation for railway track geometry parameter estimation

(2020) Grace Ashley et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

Rail breaks arrival rate prediction: A physics-informed data-driven analysis for railway tracks

(2020) Faeze Ghofrani et al.   MEASUREMENT

Data-driven robust strategies for joint optimization of rail renewal and maintenance planning

(2020) Reza Mohammadi et al.   OMEGA-INTERNATIONAL JOURNAL OF MANAGEMENT SCIENCE

FEMa: a finite element machine for fast learning

(2019) Danilo R. Pereira et al.   NEURAL COMPUTING & APPLICATIONS

Encoder-decoder network for pixel-level road crack detection in black-box images

(2019) Seongdeok Bang et al.   COMPUTER-AIDED CIVIL AND INFRASTRUCTURE ENGINEERING

Smartphone’s Sensing Capabilities for On-Board Railway Track Monitoring: Structural Performance and Geometrical Degradation Assessment

(2019) André Paixão et al.   Advances in Civil Engineering

Predicting rail defect frequency: An integrated approach using fatigue modeling and data analytics

(2019) Faeze Ghofrani et al.   COMPUTER-AIDED CIVIL 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 dynamic ensemble learning algorithm for neural networks

(2019) Kazi Md. Rokibul Alam et al.   NEURAL COMPUTING & APPLICATIONS

Intelligent index for railway track quality evaluation based on Bayesian approaches

(2019) Mahsa Movaghar et al.   Structure and Infrastructure Engineering

A Kalman filter algorithm for identifying track irregularities of railway bridges using vehicle dynamic responses

(2019) Xiang Xiao et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

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

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

Enhanced probabilistic neural network with local decision circles: A robust classifier

(2018) Mehran Ahmadlou et al.   INTEGRATED COMPUTER-AIDED ENGINEERING

An Improved Stacked Auto-Encoder for Network Traffic Flow Classification

(2018) Peng Li et al.   IEEE NETWORK

Estimation of lateral and cross alignment in a railway track based on vehicle dynamics measurements

(2018) Anna De Rosa et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Robust and Predictive Fuzzy Key Performance Indicators for Condition-Based Treatment of Squats in Railway Infrastructures

(2017) Ali Jamshidi et al.   Journal of Infrastructure Systems

A novel model for determining the amplitude-wavelength limits of track irregularities accompanied by a reliability assessment in railway vehicle-track dynamics

(2017) Lei Xu et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

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

Learning Traffic as Images: A Deep Convolutional Neural Network for Large-Scale Transportation Network Speed Prediction

(2017) Xiaolei Ma et al.   SENSORS

Spatiotemporal Recurrent Convolutional Networks for Traffic Prediction in Transportation Networks

(2017) Haiyang Yu et al.   SENSORS

An overview: modern techniques for railway vehicle on-board health monitoring systems

(2017) Chunsheng Li et al.   VEHICLE SYSTEM DYNAMICS

A New Neural Dynamic Classification Algorithm

(2017) Mohammad Hossein Rafiei et al.   IEEE Transactions on Neural Networks and Learning Systems

Towards Bayesian Deep Learning: A Framework and Some Existing Methods

(2016) Hao Wang et al.   IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING

A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units

(2016) Mohammad Hossein Rafiei et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

Axlebox accelerations: Their acquisition and time–frequency characterisation for railway track monitoring purposes

(2016) Pablo Salvador et al.   MEASUREMENT

Track geometry degradation and maintenance modelling: A review

(2016) Iman Soleimanmeigouni et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

Drive-by detection of railway track stiffness variation using in-service vehicles

(2016) Paraic Quirke et al.   PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART F-JOURNAL OF RAIL AND RAPID TRANSIT

A Novel Machine Learning Model for Estimation of Sale Prices of Real Estate Units

(2016) Mohammad Hossein Rafiei et al.   JOURNAL OF CONSTRUCTION ENGINEERING AND MANAGEMENT

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

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

Statistical modelling of railway track geometry degradation using Hierarchical Bayesian models

(2015) A.R. Andrade et al.   RELIABILITY ENGINEERING & SYSTEM SAFETY

Perspectives on railway track geometry condition monitoring from in-service railway vehicles

(2015) P. Weston et al.   VEHICLE SYSTEM DYNAMICS

Constructing Optimal Prediction Intervals by Using Neural Networks and Bootstrap Method

(2015) Abbas Khosravi et al.   IEEE Transactions on Neural Networks and Learning Systems

Track geometry estimation from car-body vibration

(2014) Hitoshi Tsunashima et al.   VEHICLE SYSTEM DYNAMICS

A novel method to estimate derailment probability due to track geometric irregularities using reliability techniques and advanced simulation methods

(2011) Saeed Mohammadzadeh et al.   ARCHIVE OF APPLIED MECHANICS

Fundamentals of vehicle–track coupled dynamics

(2009) Wanming Zhai et al.   VEHICLE SYSTEM DYNAMICS