Jinying Wu

Integrating Solution Physical Properties into Zeolite Synthesis Prediction via Causal Machine Learning.

A data-driven framework that integrates state-of-the-art synthesis parameters with solution physical properties derived from molecular simulations to predict zeolite crystallization outcomes is developed, showing that framework selection is encoded not only in chemical composition but also in emergent solution properties.