"Simpler one-layer models overlook the domain expertise needed to reliably predict a good catalyst," Liu said. "Based on all these limitations, we developed a multilayer binary machine learning ...
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 ...