Development of a hybrid machine learning model for asphalt pavement temperature prediction
Machine learning (ML) models are excellent alternative solutions to model complex
engineering issues with high reliability and accuracy. This paper presents two extensively …
engineering issues with high reliability and accuracy. This paper presents two extensively …
Artificial intelligence techniques for pavement performance prediction: a systematic review
J Kang, P Tavassoti, MNAR Chaudhry… - Road Materials and …, 2024 - Taylor & Francis
Pavement performance prediction is a major part of a pavement management system that
directly impacts the effectiveness of maintenance and rehabilitation decisions. The …
directly impacts the effectiveness of maintenance and rehabilitation decisions. The …
Application of machine learning for temperature prediction in a test road in Alberta
M Molavi Nojumi, Y Huang, L Hashemian… - International Journal of …, 2022 - Springer
Pavement temperature prediction plays a key role in determining the structural capacity and
deflection of asphalt pavement, owing to the viscoelastic behavior of asphalt. Thus, a high …
deflection of asphalt pavement, owing to the viscoelastic behavior of asphalt. Thus, a high …
[HTML][HTML] 基于LSTM 和先验知识的高速公路路面温度预报
熊国玉， 祖繁， 包云轩， 王可心 - 应用气象学报, 2024 - qikan.camscma.cn
为了精准预报高速公路路面温度, 为车辆安全行驶提供气象保障, 采用2019—2022
年南京市绕城高速公路上9 个交通气象站及ERA5-land 再分析数据, 通过构建时间序列特征工程 …
年南京市绕城高速公路上9 个交通气象站及ERA5-land 再分析数据, 通过构建时间序列特征工程 …
Thermal distribution in cement-treated base: Effect of curing methods and temperature estimation using Artificial Neural Networks
Due to the effect of curing temperature and heat absorption on the performance of cement-
treated bases (CTB), thermal shrinkage cracks can happen in CTB during the early-age …
treated bases (CTB), thermal shrinkage cracks can happen in CTB during the early-age …
Application of ANN in pavement engineering: State-of-Art
M Abambres, A Ferreira - Authorea Preprints, 2023 - techrxiv.org
There has been much discussion about the impact and future of artificial intelligence (AI) in
our lives and future generations. Many experts even believe that AI will “rule” the world …
our lives and future generations. Many experts even believe that AI will “rule” the world …
[HTML][HTML] Utilizing artificial neural networks to predict the asphalt pavement profile temperature in western Europe
The temperature profile significantly influences the structural performance of asphalt
pavement since it influences various mechanical parameters such as stiffness, strength, and …
pavement since it influences various mechanical parameters such as stiffness, strength, and …
A Novel Approach for Advancing Asphalt Pavement Temperature and Flow Number Predictions Using Optical Microscope Algorithm–Least Square Moment Balanced …
MY Cheng, RR Khasani - Journal of Computing in Civil Engineering, 2024 - ascelibrary.org
Asphalt pavement performance is crucial for the sustainable management of road
infrastructure. However, achieving accurate predictions remains challenging due to the …
infrastructure. However, achieving accurate predictions remains challenging due to the …
Enhancing Pavement Sustainability: Prediction of the Pavement Condition Index in Arid Urban Climates Using the International Roughness Index
Municipalities and transportation departments worldwide are striving to keep road pavement
conditions acceptable, thus enhancing pavement sustainability. Although the pavement …
conditions acceptable, thus enhancing pavement sustainability. Although the pavement …
[HTML][HTML] Temperature Distribution in Asphalt Concrete Layers: Impact of Thickness and Cement-Treated Bases with Different Aggregate Sizes and Crumb Rubber
The temperature estimation within asphalt concrete (AC) overlaid on cement-stabilized
bases (CSB) is necessary for pavement analysis and design. However, the impact of …
bases (CSB) is necessary for pavement analysis and design. However, the impact of …