Machine learning models promise faster catalyst discovery, but they face hurdles that the Brookhaven scientists set out to overcome in their study. Existing single-layer models have been limited by ...

This schematic illustrates a multi-pathway catalytic process modeled with kinetic Monte Carlo simulations to generate a synthetic dataset that feeds a machine learning pipeline. The multi-layer ...