A review on empirical methods of pavement performance modeling

A Hu, Q Bai, L Chen, S Meng, Q Li, Z Xu - Construction and Building …, 2022 - Elsevier
This paper conducts a comprehensive review of empirical methods of pavement
performance modeling. The paper firstly analyzes performance measures used in existing …

[图书][B] Statistical and econometric methods for transportation data analysis

S Washington, MG Karlaftis, F Mannering… - 2020 - taylorfrancis.com
The book's website (with databases and other support materials) can be accessed here.
Praise for the Second Edition: The second edition introduces an especially broad set of …

The use of deep neural networks for developing generic pavement rutting predictive models

AJ Haddad, GR Chehab, GA Saad - International Journal of …, 2022 - Taylor & Francis
Rutting prediction models are essential elements of efficient pavement management
systems. Accuracy of commonly used predictive models 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 …

Establishment of prediction models of asphalt pavement performance based on a novel data calibration method and neural network

L Yao, Q Dong, J Jiang, F Ni - Transportation Research …, 2019 - journals.sagepub.com
This paper aims to develop models to forecast the deterioration of pavement conditions
including rutting, roughness, skid-resistance, transverse cracking, and pavement surface …

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 …

Optimal long‐term infrastructure maintenance planning accounting for traffic dynamics

MW Ng, DY Lin, ST Waller - Computer‐Aided Civil and …, 2009 - Wiley Online Library
Periodic infrastructure maintenance is crucial for a safe and efficient transportation system.
Numerous decision models for the maintenance planning problem have been proposed in …

IRI deterioration model for asphalt concrete pavements: capturing performance improvements over time

A Onayev, O Swei - Construction and Building Materials, 2021 - Elsevier
Pavement deterioration models are an essential component of performance-based
management of transportation infrastructure. This study aims to improve existing techniques …

The price of uncertainty in pavement infrastructure management planning: An integer programming approach

MW Ng, Z Zhang, ST Waller - Transportation Research Part C: Emerging …, 2011 - Elsevier
Currently there is a true dichotomy in the pavement maintenance and rehabilitation (M&R)
literature. On the one hand, there are integer programming-based models that assume that …

Does pavement degradation follow a random walk with drift? Evidence from variance ratio tests for pavement roughness

O Swei, J Gregory, R Kirchain - Journal of Infrastructure Systems, 2018 - ascelibrary.org
Planning agencies increasingly use pavement management systems (PMS) to determine an
optimal preservation strategy for their roadway assets. To develop cost-effective resource …