A gradient boosting approach to understanding airport runway and taxiway pavement deterioration

L Barua, B Zou, M Noruzoliaee… - International Journal of …, 2021 - Taylor & Francis
Understanding airfield pavement deterioration is essential for airport asset management to
ensure safe and efficient airport operations. This paper employs Gradient Boosting Machine …

[HTML][HTML] Planning maintenance and rehabilitation activities for airport pavements: A combined supervised machine learning and reinforcement learning approach

L Barua, B Zou - International Journal of Transportation Science and …, 2022 - Elsevier
Abstract Maintenance and Rehabilitation (M&R) of airport pavement assets involves
considerable financial resources. As such, even modest improvement in M&R activity …

Machine learning based pavement performance prediction for data-driven decision of asphalt pavement overlay

J Zhao, H Wang - Structure and Infrastructure Engineering, 2023 - Taylor & Francis
This study is to develop pavement performance models using support vector regression and
ensemble machine learning methods for selection of pavement overlay strategy. Predictive …

[PDF][PDF] International Journal of Transportation Science and Technology

L Barua, B Zou - 2021 - academia.edu
abstract Maintenance and Rehabilitation (M&R) of airport pavement assets involves
considerable financial resources. As such, even modest improvement in M&R activity …