Developing the thermodynamic model of hydrous melt-olivine equilibrium using machine-learning technique

Abstract

We develop a thermodynamic model to calculate phase equilibrium between the hydrous melt and olivine using machine-learning. Cross-validation, a method to evaluate the model predictability, is used to obtain the optimal set of equation and parameters.