Dec 2026
Physics-Guided Machine Learning for Frozen Soil Thermal Conductivity Prediction under Data Scarcity
This study develops a physics-guided machine learning framework for predicting frozen soil thermal conductivity using a multisource database that improves data efficiency and predictive stability, especially for generalization to unseen soil specimens.
Hui-Dong Sun, Ji-Lin Qi, Dong-Yong Wang
· Journal of cold regions engi... · 0 citations