XGBoost-SHAP framework for asphalt pavement condition evaluation

A Gupta, S Gowda, A Tiwari, AK Gupta - Construction and Building …, 2024 - Elsevier
This study addresses the challenge of enhancing pavement condition assessment
methodologies by proposing a universal XGBoost-SHAP framework. Leveraging diverse …

Advancing Flexible Pavement Structural Health Monitoring: A User-Friendly Approach for Network-Scale Assessments

A Gupta, P Kumar, S Gowda - International Journal of Pavement Research …, 2023 - Springer
Abstract The Falling Weight Deflectometer (FWD) has long been recognized as a reliable
tool for the evaluation of the structural adequacy of flexible pavements. Numerous structural …

Unsupervised Clustering of Asphalt Pavement Conditions Using Fuzzy C-Means Algorithm with Principal Component Analysis Aided Dimensionality Reduction

S Gowda, CS Nandan, MA Jayaram, A Gupta… - … Conference on MAchine …, 2023 - Springer
This paper presents an innovative approach for categorizing pavement distress parameters
by applying fuzzy C-means (FCM) clustering. Principal component analysis (PCA) visualizes …