Simple descriptor derived from symbolic regression accelerating the discovery of new perovskite catalysts

Abstract

Symbolic regression holds big promise for guiding materials design, yet its application in materials science is still limited. Here the authors use symbolic regression to introduce an activity descriptor predicting new oxide perovskites with improved oxygen evolution activity as corroborated by experimental validation.