Sustainability-informed management optimization of asphalt pavement considering risk evaluated by multiple performance indicators using deep neural networks

J Xin, M Akiyama, DM Frangopol - Reliability Engineering & System Safety, 2023 - Elsevier
Sustainability considerations throughout the entire pavement life-cycle in the decision-
making process under uncertainty are needed to achieve optimal pavement management …

Multi-objective optimisation of in-service asphalt pavement maintenance schedule considering system reliability estimated via LSTM neural networks

J Xin, M Akiyama, DM Frangopol… - Structure and …, 2022 - Taylor & Francis
This article presents a novel system reliability-based framework for multi-objective
optimisation of preventive maintenance (PM) management of in-service asphalt pavement …

Automated decision making in highway pavement preventive maintenance based on deep learning

J Li, G Yin, X Wang, W Yan - Automation in Construction, 2022 - Elsevier
Decision-making in highway preventive maintenance (PM) is generally costly and
complicated. An inappropriate maintenance strategy could yield a low efficiency of budget …

Reliability-based life-cycle cost design of asphalt pavement using artificial neural networks

J Xin, M Akiyama, DM Frangopol, M Zhang… - Structure and …, 2021 - Taylor & Francis
It is widely recognized that reliability-based optimization methodologies are rational and
promising tools to perform the life-cycle management (LCM) of civil engineering structures …

Large-scale maintenance and rehabilitation optimization for multi-lane highway asphalt pavement: a reinforcement learning approach

L Yao, Z Leng, J Jiang, F Ni - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
Pavement maintenance and rehabilitation (M&R) optimization is of great importance to the
sustainable development of roadway infrastructure. Various models have been developed …

[HTML][HTML] A novel technique for multi-objective sustainable decisions for pavement maintenance and rehabilitation

H Naseri, A Aliakbari, MA Javadian, A Aliakbari… - Case Studies in …, 2024 - Elsevier
To maintain pavement in good condition while considering financial costs and sustainability,
it is necessary to develop a comprehensive pavement management plan. Pavement …

[HTML][HTML] Integration of deep learning techniques and sustainability-based concepts into an urban pavement management system

T García-Segura, L Montalbán-Domingo… - Expert Systems with …, 2023 - Elsevier
Pavement management systems (PMS) were typically developed to manage interurban
networks. This paper presents an urban pavement management system (UM-PMS) that …

Enhancing pavement maintenance: A deep learning model for accurate prediction and early detection of pavement structural damage

X Guo, N Wang, Y Li - Construction and Building Materials, 2023 - Elsevier
Pavement distress, which is exacerbated by structural damage, results in massive carbon-
intensity for routine maintenance and transportation safety issues. One promising approach …

A multi-objective optimization-based pavement management decision-support system for enhancing pavement sustainability

J Santos, A Ferreira, G Flintsch - Journal of Cleaner Production, 2017 - Elsevier
Current practice adopted by highway agencies with regards to pavement management, has
mostly consisted of employing life cycle costs analysis (LCCA) systems to evaluate the …

Multi-objective optimization for asphalt pavement maintenance plans at project level: Integrating performance, cost and environment

B Yu, X Gu, F Ni, R Guo - Transportation Research Part D: Transport and …, 2015 - Elsevier
Traditionally, asphalt pavement maintenance mainly considers pavement performance and
cost and largely ignores the environment while substantial amount of environmental …