Ji-Lin Qi

Physics-Guided Machine Learning for Frozen Soil Thermal Conductivity Prediction under Data Scarcity

The thermal conductivity of frozen soils is a key parameter in cold region engineering, yet reliable prediction remains difficult when measurements are limited and heterogeneous. This study develops a physics-guided machine learning (PGML) framework for predicting frozen soil thermal conductivity using a multisource...