Machine Learning for Prediction of the International Roughness Index on Flexible Pavements: A Review, Challenges, and Future Directions
T Tamagusko, A Ferreira - Infrastructures, 2023 - mdpi.com
Timely maintenance of road pavements is crucial to ensure optimal performance. The
accurate prediction of trends in pavement defects enables more efficient allocation of funds …
accurate prediction of trends in pavement defects enables more efficient allocation of funds …
Evolution of prediction models for road surface irregularity: Trends, methods and future
Y Wu, Y Pang, X Zhu - Construction and Building Materials, 2024 - Elsevier
In the modern era, the importance of prioritizing traffic safety has become increasingly
evident, requiring dedicated focus. An effective strategy for improving traffic safety involves …
evident, requiring dedicated focus. An effective strategy for improving traffic safety involves …
[HTML][HTML] Explainable artificial intelligence for fitness prediction of young athletes living in unfavorable environmental conditions
K Sandamal, S Arachchi, VO Erkudov… - Results in …, 2024 - Elsevier
This study is the first attempt to use explainable machine learning (ML) to investigate the
factors influencing physical development and the athlete's performance in the …
factors influencing physical development and the athlete's performance in the …
Applicability of machine learning techniques to analyze Microplastic transportation in open channels with different hydro-environmental factors
This research utilized machine learning to analyze experiments conducted in an open
channel laboratory setting to predict microplastic transport with varying discharge, velocity …
channel laboratory setting to predict microplastic transport with varying discharge, velocity …
Explainable highway performance degradation prediction model based on LSTM
X Sun, H Wang, S Mei - Advanced Engineering Informatics, 2024 - Elsevier
With the dense and huge highway network in China, the highway maintenance
management system has become the most concerned issue for Chinese highway managers …
management system has become the most concerned issue for Chinese highway managers …
Enhancing local road pavement condition prediction using Bayesian-optimized ensemble machine learning and adaptive synthetic sampling technique
Pavement condition prediction helps road agencies to schedule maintenance, rehabilitation,
and reconstruction, and to allocate limited funds and resources to such activities. Compared …
and reconstruction, and to allocate limited funds and resources to such activities. Compared …
Probabilistic rutting model using NGBoost and SHAP: Incorporating other performance indicators
This study focuses on accurately predicting rutting depth (RD) through a probabilistic
prediction model, which is crucial for timely road maintenance and traffic safety. Natural …
prediction model, which is crucial for timely road maintenance and traffic safety. Natural …
Machine learning-based models for thermal cracking prediction of flexible pavements
RT Abd El-Hakim, MR Kaloop… - Road Materials and …, 2024 - Taylor & Francis
Prediction of transverse cracking is crucial for pavement practitioners and decision-makers
to prognosticate the cracking development and allocate maintenance budgets. This …
to prognosticate the cracking development and allocate maintenance budgets. This …
Predicting resilient modulus for pavement design: a comprehensive review of artificial neural network applications
BO Silva, M Muniz de Queiroz, G Oliveira… - … Journal of Pavement …, 2024 - Taylor & Francis
ABSTRACT The Resilient Modulus (MR) is an essential parameter describing the
mechanical behaviour of pavement materials, but the tests to obtain it are time-consuming …
mechanical behaviour of pavement materials, but the tests to obtain it are time-consuming …
[HTML][HTML] Predicting Marshall stability and flow parameters in asphalt pavements using explainable machine-learning models
The traditional method for determining the Marshall stability (MS) and Marshall flow (MF) of
asphalt pavements is laborious, time consuming, and costly. This study aims to predict these …
asphalt pavements is laborious, time consuming, and costly. This study aims to predict these …