Data analysis in pavement engineering: An overview

Q Dong, X Chen, S Dong, F Ni - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Extensive studies on data analysis have been conducted to address pavement engineering
problems including material and structure design, performance evaluation, maintenance …

Statistical inference of sewer pipe deterioration using Bayesian geoadditive regression model

N Balekelayi, S Tesfamariam - Journal of Infrastructure Systems, 2019 - ascelibrary.org
Several deterioration models have been developed for prediction of the actual and future
condition states of individual sewer pipes. However, most tools that have been developed …

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 …

A weighted multi-output neural network model for the prediction of rigid pavement deterioration

F Guo, X Zhao, J Gregory, R Kirchain - International Journal of …, 2022 - Taylor & Francis
ABSTRACT A novel weighted multi-output neural network (NN) model is proposed for
predicting the deterioration of rigid pavements based on Iowa pavement management …

The impact of public–private partnerships for roadway projects on traffic safety: An exploratory empirical analysis of crash frequencies

SS Pantangi, G Fountas, MT Sarwar… - Analytic methods in …, 2022 - Elsevier
Since the mid-2000s, Public–Private Partnerships (PPP) have been established in
transportation infrastructure projects as an effective alternative to the traditional procurement …

Intelligent Assessment of Pavement Condition Indices Using Artificial Neural Networks

SA Osman, M Almoshaogeh, A Jamal, F Alharbi… - Sustainability, 2022 - mdpi.com
The traditional manual approach of pavement condition evaluation is being replaced by
more sophisticated automated vehicle systems. Although these automated systems have …

Reliability analysis of a bridge deck utilizing generalized gamma distribution

M Lu, J Hydock, A Radlińska, SI Guler - Journal of Bridge …, 2022 - ascelibrary.org
Abstract Models of bridge deck deterioration with improved predictive power can provide
bridge management strategies that will optimize allocation of the available, typically limited …

Methods and Applications of Clusterwise Linear Regression: A survey and comparison

Q Long, A Bagirov, S Taheri, N Sultanova… - ACM Transactions on …, 2023 - dl.acm.org
Clusterwise linear regression (CLR) is a well-known technique for approximating a data
using more than one linear function. It is based on the combination of clustering and multiple …

A network level pavement maintenance optimisation approach deploying GAMS

VU Rejani, V Sunitha, S Mathew… - International Journal of …, 2022 - Springer
Abstract Pavement Management Systems (PMS) can benefit the highway agencies in
several ways both at network and project levels, especially in selecting cost-effective …

Generalised clusterwise regression for simultaneous estimation of optimal pavement clusters and performance models

M Khadka, A Paz, A Singh - International Journal of Pavement …, 2020 - Taylor & Francis
This paper focuses on clusterwise regression (CR) approach for modelling of pavement
performance. CR simultaneously clusters the data and estimates the associated models …