Modeling diffuse scattering using first-principles based methods Anh Ngo, Justin M. Wozniak, Jonathan Morris, Stephan Rosenkranz, Raymond Osborn, and Peter Zapol Proc. Materials Research Society Fall Meeting 2015 Disorder in crystalline materials is directly linked to their functionalities in many applications such as advanced battery electrodes and solid fuel cell electrolytes. First principles-based methods are capable of calculating the energetic preference of specific defect arrangements in a material and thus providing unbiased models that can be combined with experimental diffuse scattering data to derive quantitative correlations in defect distributions. A combination of first-principles calculations, the cluster expansion method and kinetic Monte Carlo is demonstrated to produce defect correlations in mullite Al2[Al2x+2Si2-2x]O10-x, a prototypical material for diffuse scattering, in agreement with experimental results. The modeling includes correlations in both the disordered oxygen sublattice and the cation sublattice. This approach will enable the integration of ab initio methods with x-ray diffuse scattering measurements over large volumes of reciprocal space, using Swift/T, a dataflow language for scientific computing on HPC systems, to accelerate analysis and model refinement.