Machine-learning assisted screening of MXene-supported single-atom catalysts for oxygen reduction

SACs supported on Ti 2 NO 2 MXene and its derivatives with defective surfaces (O or Ti vacancies) are screened for excellent ORR electrocatalytic activity using first-principles calculations and key descriptors are identified by machine learning.