A review on empirical methods of pavement performance modeling
This paper conducts a comprehensive review of empirical methods of pavement
performance modeling. The paper firstly analyzes performance measures used in existing …
performance modeling. The paper firstly analyzes performance measures used in existing …
Data analysis in pavement engineering: An overview
Extensive studies on data analysis have been conducted to address pavement engineering
problems including material and structure design, performance evaluation, maintenance …
problems including material and structure design, performance evaluation, maintenance …
Review on machine learning techniques for developing pavement performance prediction models
Road transportation has always been inherent in developing societies, impacting between
10–20% of Gross Domestic Product (GDP). It is responsible for personal mobility (access to …
10–20% of Gross Domestic Product (GDP). It is responsible for personal mobility (access to …
Rutting prediction and analysis of influence factors based on multivariate transfer entropy and graph neural networks
The Rutting prediction model is an essential element of efficient pavement management
systems. Accuracy of commonly used predictive model necessitates knowledge of the input …
systems. Accuracy of commonly used predictive model necessitates knowledge of the input …
Application of Markov chains and Monte Carlo simulations for developing pavement performance models for urban network management
A Osorio-Lird, A Chamorro, C Videla… - Structure and …, 2018 - Taylor & Francis
Existing performance models developed for interurban pavements are not applicable to
urban pavements due to differences in traffic demands and deterioration trends. The …
urban pavements due to differences in traffic demands and deterioration trends. The …
Condition assessment of shield tunnel using a new indicator: The tunnel serviceability index
The condition assessment of shield tunnels is one of the key issues in the structural
maintenance during the service life of the tunnel. Traditionally, the shield tunnel condition …
maintenance during the service life of the tunnel. Traditionally, the shield tunnel condition …
A statistical deterioration forecasting method using hidden Markov model for infrastructure management
K Kobayashi, K Kaito, N Lethanh - Transportation Research Part B …, 2012 - Elsevier
The application of Markov models as deterioration-forecasting tools has been widely
documented in the practice of infrastructure management. The Markov chain models employ …
documented in the practice of infrastructure management. The Markov chain models employ …
A hybrid model for prediction in asphalt pavement performance based on support vector machine and grey relation analysis
X Wang, J Zhao, Q Li, N Fang, P Wang… - Journal of advanced …, 2020 - Wiley Online Library
Pavement performance prediction is a crucial issue in big data maintenance. This paper
develops a hybrid grey relation analysis (GRA) and support vector machine regression …
develops a hybrid grey relation analysis (GRA) and support vector machine regression …
Incorporating cost uncertainty and path dependence into treatment selection for pavement networks
This paper proposes a new probabilistic treatment path dependence (PTPD) model for
budget allocation within pavement network management problems. During the evaluation of …
budget allocation within pavement network management problems. During the evaluation of …
Optimal long‐term infrastructure maintenance planning accounting for traffic dynamics
Periodic infrastructure maintenance is crucial for a safe and efficient transportation system.
Numerous decision models for the maintenance planning problem have been proposed in …
Numerous decision models for the maintenance planning problem have been proposed in …