A framework for optimizing oxygen vacancy formation in doped perovskites

•Framework for evaluating the effect of substitutional doping a perovskite lattice.•Computation of oxygen excess energy via density functional theory, and use of these results to inform a structure-function relationship for the bulk material.•Derivation of a mathematical optimization model for rigorous optimal material design.•Novel perovskite patterns that are likely to perform highly in applications.