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 …

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 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 …

Multi-objective optimization for sustainable road network maintenance under traffic equilibrium: Incorporating costs and environmental impacts

J Guan, X Yang, L You, L Ding, X Cheng - Journal of Cleaner Production, 2022 - Elsevier
It is vital to consider traffic dynamics and environmental burdens when developing
sustainable long-term maintenance schedules for asphalt road networks. This paper …

[HTML][HTML] Optimum analysis of pavement maintenance using multi-objective genetic algorithms

AA Elhadidy, EE Elbeltagi, MA Ammar - HBRC Journal, 2015 - Elsevier
Road network expansion in Egypt is considered as a vital issue for the development of the
country. This is done while upgrading current road networks to increase the safety and …

Pavement maintenance scheduling using genetic algorithms

C Yang, R Remenyte-Prescott… - International Journal of …, 2015 - ijpe-online.com
This paper presents a new pavement management system (PMS) to achieve the optimal
pavement maintenance and rehabilitation (M&R) strategy for a highway network using …

Bi-objective pavement maintenance and rehabilitation optimization decision-making model incorporating the construction length of preventive maintenance projects

F Xiao, X Chen, S Yang, J Cheng - Structure and Infrastructure …, 2023 - Taylor & Francis
Existing optimization decision-making approaches for pavement maintenance and
rehabilitation (M&R) ignore the construction length of preventive maintenance (PM) projects …

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 …

[PDF][PDF] Multiobjective optimization for pavement maintenance and rehabilitation programming using genetic algorithms

CU Chikezie, AT Olowosulu… - Archives of Applied …, 2013 - academia.edu
This paper develops a Genetic-Algorithm-based procedure for solving multi-objective project
level pavement maintenance and rehabilitation programming problems. A two-objective …

A multi-objective optimisation approach for sustainable pavement management

J Santos, A Ferreira, G Flintsch… - Structure and …, 2018 - Taylor & Francis
Addressing the multidimensional challenges involved in advancing the sustainability of
pavement systems requires the development of optimisation-based decision support system …