Extracting Interface Correlations from the Pair Distribution Function of Composite Materials

29 March 2021, Version 1
This content is a preprint and has not undergone peer review at the time of posting.

Abstract

Using a non-negative matrix factorisation (NMF) approach, we show how the pair distribution function (PDF) of complex mixtures can be deconvolved into the contributions from the individual phase components and also the interface between phases. Our focus is on the model system Fe||Fe3O4. We establish proof-of-concept using idealised PDF data generated from established theory-driven models of the Fe||Fe3O4 interface. Using X-ray PDF measurements for corroded Fe samples, and employing our newly-developed NMF analysis, we extract the experimental interface PDF (‘iPDF’) for this same system. We find excellent agreement between theory and experiment. The implications of our results in the broader context of interface characterisation for complex functional materials are discussed.

Keywords

Pair Distribution Function Analysis
Non-Negative Matrix Factorization

Supplementary materials

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nanoscale interface 2021 si
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