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Published on: May 29, 2021
Alchemical screening of ionic crystals
Alisa Solovyeva1, O Anatole von Lilienfeld2
1Institute of Physical Chemistry and National Center for Computational Design and Discovery of Novel Materials MARVEL, Department of Chemistry, University of Basel, Klingelbergstrasse 80, 4056 Basel, Switzerland. anatole.vonlilienfeld@unibas.ch.
Alchemical perturbations offer a fast and accurate method for predicting properties of ionic crystals, achieving accuracy comparable to density functional theory for energies and bulk moduli. This approach successfully distinguishes crystal phases in mixtures and predicts stability trends.
Area of Science:
- Computational Materials Science
- Solid-State Chemistry
- Crystallography
Background:
- Accurate prediction of structural and energetic properties of ionic crystals is crucial for materials design.
- Traditional methods like density functional theory (DFT) can be computationally expensive for extensive material screening.
- Alchemical methods offer a potential route to accelerate these predictions.
Purpose of the Study:
- To introduce and validate alchemical perturbations as a rapid and accurate computational tool for ionic crystals.
- To estimate formation energies, lattice constants, and bulk moduli for alkali halides.
- To assess the accuracy of alchemical predictions against DFT benchmarks.
Main Methods:
- Employed alchemical perturbations and Hellmann-Feynman derivatives to calculate material properties.
- Investigated sixteen iso-valence-electron alkali halides (Me ∈ {Na, K, Rb, Cs}, X ∈ {F, Cl, Br, I}).
- Performed lattice scans on sixteen reference crystals for various symmetries (rock salt, zinc-blende, cesium chloride).
Main Results:
- Alchemical predictions achieved mean absolute errors (MAEs) comparable to DFT for energies and bulk moduli.
- Lattice constant predictions showed qualitative accuracy, with NaF as the best reference salt (MAE < 0.5 Å).
- Identified optimal reference salts for relative energies (NaCl), lattice constants (NaF), and bulk moduli (CsCl).
Conclusions:
- Alchemical perturbations provide a computationally efficient and accurate method for predicting key properties of ionic crystals.
- The method successfully differentiates competing crystal phases (rock salt, cesium chloride) in binary and ternary mixtures.
- Alchemical predictions accurately reproduced stability trend reversals in mixed alkali halide systems.
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