Machine learning in weather prediction and climate analyses—applications and perspectives

B Bochenek, Z Ustrnul - Atmosphere, 2022 - mdpi.com
In this paper, we performed an analysis of the 500 most relevant scientific articles published
since 2018, concerning machine learning methods in the field of climate and numerical …

Asphalt road pavements to address climate change challenges—an overview

A Almeida, L Picado-Santos - Applied Sciences, 2022 - mdpi.com
Climate change is already happening. It is one of the significant challenges that the planet
has to face. Asphalt road pavements cover a large area of the Earth's surface; consequently …

A research landscape bibliometric analysis on climate change for last decades: Evidence from applications of machine learning

SSM Ajibade, A Zaidi, FV Bekun, AO Adediran… - Heliyon, 2023 - cell.com
Climate change (CC) is one of the greatest threats to human health, safety, and the
environment. Given its current and future impacts, numerous studies have employed …

Intelligent decision-making model in preventive maintenance of asphalt pavement based on PSO-GRU neural network

J Li, Z Zhang, X Wang, W Yan - Advanced Engineering Informatics, 2022 - Elsevier
The milage of asphalt pavement growth explosively around the world in the past decades
resulted in a tremendous maintenance workload. Preventive maintenance (PM) is an …

Prediction model of asphalt pavement functional and structural performance using PSO-BPNN algorithm

M **ao, R Luo, Y Chen, X Ge - Construction and Building Materials, 2023 - Elsevier
The rapid expansion of expressway mileage has resulted in a significant maintenance
workload. Accurately predicting pavement performance is an effective approach to cost …

[HTML][HTML] Life cycle cost assessment of railways infrastructure asset under climate change impacts

K Soleimani-Chamkhorami, AHS Garmabaki… - … Research Part D …, 2024 - Elsevier
Climate change impacts such as extreme temperatures, snow and ice, flooding, and sea
level rise posed significant threats to railway infrastructure networks. One of the important …

Performance zoning method of asphalt pavement in cold regions based on climate Indexes: A case study of Inner Mongolia, China

K Zhao, X Ma, H Zhang, Z Dong - Construction and Building Materials, 2022 - Elsevier
Asphalt pavements are environmentally sensitive, and their service performance is affected
by the local climate. This study aims to classify asphalt pavements into specific regional …

Adaptive maintenance strategies to mitigate climate change impacts on asphalt pavements

L Yao, Z Leng, F Ni, G Lu, J Jiang - Transportation Research Part D …, 2024 - Elsevier
This study aims to explore the potential of optimization-based maintenance strategies in
adapting asphalt pavements to future climate change. Based on a highway network in …

[HTML][HTML] Impacts of future climate change on flexible road pavement economics: A life cycle costs analysis of 24 case studies across the United States

Y Qiao, Y Guo, AMK Stoner, J Santos - Sustainable Cities and Society, 2022 - Elsevier
Highway agencies are facing pressure for repairing and replacing underfunded and aged
road pavement networks that were initially designed for historical climatic conditions. Road …

FriC-PM: Machine Learning-based road surface friction coefficient predictive model using intelligent sensor data

M Rasol, F Schmidt, S Ientile - Construction and Building Materials, 2023 - Elsevier
Providing a robust traffic management system is a given for road authorities today, for safer
mobility and reliable day-to-day operations. Therefore, to improve traffic management …