Using machine learning to examine impact of type of performance indicator on flexible pavement deterioration modeling
S Madeh Piryonesi, TE El-Diraby - Journal of Infrastructure Systems, 2021 - ascelibrary.org
Limited research has been conducted on the application of data analytics to the prediction of
the Pavement Condition Index (PCI) of asphalt roads. More importantly, studies comparing …
the Pavement Condition Index (PCI) of asphalt roads. More importantly, studies comparing …
Examining the relationship between two road performance indicators: Pavement condition index and international roughness index
Two of the most popular pavement performance indicators are the International Roughness
Index (IRI) and the Pavement Condition Index (PCI). The Long-Term Pavement Performance …
Index (IRI) and the Pavement Condition Index (PCI). The Long-Term Pavement Performance …
Climate change impact on infrastructure: A machine learning solution for predicting pavement condition index
A decision-support tool was developed to predict the condition of asphalt roads in 2, 3, 5 and
6 years. The tool was developed based on analyzing a large dataset (more than 3000 road …
6 years. The tool was developed based on analyzing a large dataset (more than 3000 road …
[HTML][HTML] Physics-guided neural network for predicting international roughness index on flexible pavements considering accuracy, uncertainty and stability
K Chen, ME Torbaghan, N Thom… - Engineering Applications of …, 2025 - Elsevier
An outstanding amount of funds are allocated to maintain road network conditions. To
ensure the serviceability of roads, the accurate prediction of its roughness or International …
ensure the serviceability of roads, the accurate prediction of its roughness or International …
[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
Highway agencies are facing pressure for repairing and replacing underfunded and aged
road pavement networks that were initially designed for historical climatic conditions. Road …
road pavement networks that were initially designed for historical climatic conditions. Road …
Incorporating climate change in pavement maintenance policies: application to temperature rise in the Isfahan county, Iran
Although temperature rise is imminent in Iran and could damage asphalt pavements, no
national guide exists to adapt them. To ensure the sustainability of pavements against …
national guide exists to adapt them. To ensure the sustainability of pavements against …
Evaluation of pavement condition index using artificial neural network approach
The soft computing technique, such as an artificial neural network (ANN) is a modelling tool
that is used to predict the pavement condition index value. ANN is used to model highly …
that is used to predict the pavement condition index value. ANN is used to model highly …
Identifying the most suitable machine learning approach for a road digital twin
K Chen, M Eskandari Torbaghan, M Chu… - Proceedings of the …, 2022 - icevirtuallibrary.com
Road infrastructure systems have been suffering from ineffective maintenance strategies,
exaggerated by budget restrictions. A more holistic road-asset-management approach …
exaggerated by budget restrictions. A more holistic road-asset-management approach …
[HTML][HTML] Laboratory evaluation of geogrid-reinforced flexible pavements
This study assessed the effectiveness of flexible pavements reinforced with two types of
punched and drawn geogrids to reduce roadway base course thickness. Six laboratory tests …
punched and drawn geogrids to reduce roadway base course thickness. Six laboratory tests …
[PDF][PDF] Analyzing and Develo** Strategies for the Ecological Restoration of Urban Rivers in the Framework of Ecological Urbanism
Nowadays, continuous urban development has disturbed the ecological conditions of cities
by damaging the natural ecosystems within them. Inner city rivers which are natural …
by damaging the natural ecosystems within them. Inner city rivers which are natural …