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Guiding ab initio calculations by alchemical derivatives
M to Baben1, J O Achenbach2, O A von Lilienfeld3
1GTT Technologies, Kaiserstraße 100, 52134 Herzogenrath, Germany.
The Journal of Chemical Physics
|March 17, 2016
Summary
Alchemical transformations predict materials properties changes due to composition shifts. This method aids in virtual screening by guiding ab initio calculations for materials discovery.
Area of Science:
- Materials Science
- Computational Materials Science
- Solid State Physics
Background:
- Predicting materials properties with changing composition is crucial for discovering new materials.
- Ab initio calculations are computationally intensive, limiting exploration of large composition spaces.
Purpose of the Study:
- To assess alchemical transformations for predicting materials property changes.
- To guide ab initio calculations in multidimensional property-composition spaces.
- To evaluate the accuracy of alchemical derivatives for various material properties.
Main Methods:
- Density functional theory (DFT) calculations were performed for 4d transition metals (Zr, Nb, Mo, Tc, Ru, Rh, Pd, Ag).
- Alchemical derivatives were computed to predict changes in equilibrium volume, bulk modulus, and lattice stability.
- The method was validated by comparing predictions with DFT results for elemental and alloy systems.
Main Results:
- Alchemical derivatives qualitatively predicted trends in lattice stability.
- Equilibrium volumes and bulk moduli were predicted with deviations under 9% and 28%, respectively.
- Predictions for binary and ternary mixtures of Rh-Pd-Ag showed qualitative agreement for significant bulk modulus changes.
Conclusions:
- Alchemical transformations offer a viable approach for predicting materials property variations.
- This method can effectively guide computational materials screening.
- Alchemical transformations enhance sampling efficiency in virtual high-throughput materials discovery.
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