How Can Machine Learning Accelerate CALPHAD Free Energy Modeling?

Chen Shen, Muhammad Waqas Qureshi, Mark Asta +2

The CALPHAD framework provides a rigorous basis for thermodynamic modeling, yet its ability to predict new chemistries is restricted by limited data and by functional forms that re…