journal article·2023-06-14Open access

Modernist materials synthesis: Finding thermodynamic shortcuts with hyperdimensional chemistry

James R. Neilson, Matthew J. McDermott, Kristin A. Persson

Journal of Materials Research· Volume 38· Issue 11

Abstract

Synthesis remains a challenge for advancing materials science. A key focus of this challenge is how to enable selective synthesis, particularly as it pertains to metastable materials. This perspective addresses the question: how can ``spectator'' elements, such as those found in double ion exchange (metathesis) reactions, enable selective materials synthesis? By observing reaction pathways as they happen (\emph{in situ}) and calculating their energetics using modern computational thermodynamics, we observe transient, crystalline intermediates that suggest that many reactions attain a local thermodynamic equilibrium dictated by local chemical potentials far before achieving a global equilibrium set by the average composition. Using this knowledge, one can thermodynamically ``shortcut'' unfavorable intermediates by including additional elements beyond those of the desired target, providing access to a greater number of intermediates with advantageous energetics and selective phase nucleation. Ultimately, data-driven modeling that unites first-principles approaches with experimental insights will refine the accuracy of emerging predictive retrosynthetic models for complex materials synthesis.
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Research context

OpenAlex topics: Machine Learning in Materials Science · Inorganic Chemistry and Materials · X-ray Diffraction in Crystallography

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