4 papers
A Large Open Multi-Energy Corpus of Soil Compaction Tests, with Machine-Learning Baselines
Sompote Youwai, Chana Phutthananon, Warat Kongkitkul
Every engineered fill is specified by a maximum dry density and an optimum moisture content. Each determination needs a full Proctor test. Published correlations rest on one to fou…
TriView-YOLO: Early Multi-View Fusion for Ground Penetrating Radar Cavity Detection in Soft, High-Water-Content Soils
Suphawut Thawinutchokaudom, Sompote Youwai, Warat Kongkitkul +3
Automated detection of subsurface cavities from Ground Penetrating Radar (GPR) is most difficult in soft, high-water-content ground, where conductive, water-saturated soil attenuat…
Explainable Dual-Attention Tabular Transformer for Soil Electrical Resistivity Prediction: A Decision Support Framework for High-Voltage Substation Construction
Warat Kongkitkul, Sompote Youwai, Warut Sakulpojworachai
This research introduces a novel dual-attention transformer architecture for predicting soil electrical resistivity, a critical parameter for high-voltage substation construction.…
Explainable Artificial Intelligent (XAI) for Predicting Asphalt Concrete Stiffness and Rutting Resistance: Integrating Bailey's Aggregate Gradation Method
Warat Kongkitkul, Sompote Youwai, Siwipa Khamsoy +1
This study employs explainable artificial intelligence (XAI) techniques to analyze the behavior of asphalt concrete with varying aggregate gradations, focusing on resilience modulu…