First principles and machine learning based superior catalytic activities and selectivities for N₂ reduction in MBenes, defective 2D materials and 2D π-conjugated polymer-supported single atom catalysts

Abstract

The catalytic activity and selectivity can be improved for nitrogen fixation by using hollow sites and vacancy defects in 2D materials, while a new machine learning descriptor accelerates screening of efficient electrocatalysts.