[HTML][HTML] Research and applications of artificial neural network in pavement engineering: a state-of-the-art review

X Yang, J Guan, L Ding, Z You, VCS Lee… - Journal of Traffic and …, 2021 - Elsevier
Given the great advancements in soft computing and data science, artificial neural network
(ANN) has been explored and applied to handle complicated problems in the field of …

Asphalt pavement maintenance plans intelligent decision model based on reinforcement learning algorithm

C Han, T Ma, S Chen - Construction and Building Materials, 2021 - Elsevier
Making a proper maintenance plan for the pavement health is the key to maintain a good
service level and bearing capacity. To cope with the increasing demand for pavement …

[HTML][HTML] Introducing mathematical modeling to estimate pavement quality index of flexible pavements based on genetic algorithm and artificial neural networks

S Hanandeh - Case Studies in Construction Materials, 2022 - Elsevier
This study explored the outcomes of utilizing genetic algorithms and artificial neural
networks to assess the pavement quality index on the principal road by analyzing 500 …

Review of applications of artificial intelligence algorithms in pavement management

Y Xu, Z Zhang - Journal of Transportation Engineering, Part B …, 2022 - ascelibrary.org
With the continuous advancement in data-acquisition devices, computer vision techniques,
and machine-learning (ML) algorithms over the past decades, artificial intelligence (AI) …

Intelligent decision model of road maintenance based on improved weight random forest algorithm

C Han, T Ma, G Xu, S Chen… - International Journal of …, 2022 - Taylor & Francis
The routine maintenance and rehabilitation of road pavement is vital to keep up with the
service level and bearing capacity. However, the current problem is that, with the continuous …

Artificial neural networks for flexible pavement

R Bayat, S Talatahari, AH Gandomi, M Habibi… - Information, 2023 - mdpi.com
Transportation agencies are primarily responsible for building new roads and maintaining
current roads. The main focuses of these agencies are to prioritize maintenance and make …

Image retraining using TensorFlow implementation of the pretrained inception-v3 model for evaluating gravel road dust

O Albatayneh, L Forslöf, K Ksaibati - Journal of Infrastructure …, 2020 - ascelibrary.org
In gravel roads management systems (GRMS), the need for a holistic approach for detecting
the dust amounts on gravel roads has enabled the development of a solution that works …

Pavement maintenance decision making based on optimization models

S Bao, K Han, L Zhang, X Luo, S Chen - Applied Sciences, 2021 - mdpi.com
Pavement maintenance prioritization considering both quality and cost is an important
decision-making problem. In this paper, the actual pavement condition index of city roads …

Intelligent characteristic objects method (INCOME): a data knowledge-based multi-criteria decision analysis

B Kizielewicz, A Shekhovtsov, J Więckowski… - Artificial Intelligence …, 2024 - Springer
Multi-criteria decision analysis (MCDA) methods are vital in assessing decision variants
under multiple conditions. However, involving domain experts in developing decision …

An Integrated Optimization Model for Life Cycle Pavement Maintenance Budgeting Problems

SS Liu, MFA Arifin, WT Chen - IEEE Access, 2022 - ieeexplore.ieee.org
Driven by the demand to preserve the existing road pavement condition, the issue of
selecting maintenance action at the appropriate time under budget limitation has attracted …