[HTML][HTML] Predictive analytics for roadway maintenance: A review of current models, challenges, and opportunities

A Karimzadeh, O Shoghli - Civil Engineering Journal, 2020 - civilejournal.org
With the pressing need to improve the poorly rated transportation infrastructure, asset
managers leverage predictive maintenance strategies to lower the life cycle costs while …

IRI performance models for flexible pavements in two-lane roads until first maintenance and/or rehabilitation work

H Pérez-Acebo, A Linares-Unamunzaga, E Rojí… - Coatings, 2020 - mdpi.com
Pavement performance models play a vital role in any pavement management system. The
Regional Government of Biscay (RGB)(Spain) manages a 1200 km road network and …

Parametric study of pavement deterioration using machine learning algorithms

A Fathi, M Mazari, M Saghafi, A Hosseini… - … Airfield and Highway …, 2019 - ascelibrary.org
The long-term pavement performance (LTPP) database is a valuable resource for studying
the performance of different pavement structures under various environmental and traffic …

Pavement roughness prediction using explainable and supervised machine learning technique for long-term performance

K Sandamal, S Shashiprabha, N Muttil, U Rathnayake - Sustainability, 2023 - mdpi.com
Maintaining and rehabilitating pavement in a timely manner is essential for preserving or
improving its condition, with roughness being a critical factor. Accurate prediction of road …

Transition probability matrices for flexible pavement deterioration models with half-year cycle time

H Pérez-Acebo, S Bejan, H Gonzalo-Orden - International Journal of Civil …, 2018 - Springer
Pavement performance models, a vital part of pavement management systems and life-cycle
analysis, are generally divided into deterministic and probabilistic ones. Among probabilistic …

[HTML][HTML] Моделирование взаимосвязи ровности и прочности нежестких дорожных одежд на основании теоретическо-практических исследований

ЮВ Буртыль, ДВ Капский - Вестник Сибирской государственной …, 2022 - cyberleninka.ru
Введение. Существующие средства измерения упругого прогиба дорожной
конструкции в большинстве стран являются низкопроизводительными для объемов …

Development of pavement roughness master curves using Markov Chain

S Alimoradi, A Golroo… - International Journal of …, 2022 - Taylor & Francis
Nowadays, probabilistic prediction models commonly represented by Markov Chain Process
(MCP) attract more attention in pavement management systems. Additionally, roughness …

Road maintenance optimization using a probabilistic approach calibrated with 15-year monitoring data

N Jayakody, D Robert, S Navaratnarajah… - Structure and …, 2024 - Taylor & Francis
Efficiently maintained transportation infrastructure system dictates the hallmark of a well-
functioning economy. However, road degradation is often unpredictable and demands …

Transition probability matrices for pavement deterioration modelling with variable duty cycle times

Á Alonso-Solorzano, H Pérez-Acebo… - … Journal of Pavement …, 2023 - Taylor & Francis
Probabilistic pavement models, with Markov chains as the most widely used type, are
considered to capture an accurate representation of the in situ pavement performance …

Upgradation of pavement deterioration models for urban roads by non-hierarchical clustering

VU Rejani, V Sunitha, S Mathew - International Journal of Pavement …, 2021 - Springer
Pavements, being a significant component of urban infrastructure, their maintenance and
rehabilitation to the desired serviceability level is a challenging problem faced by engineers …