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Correlation analysis of strongly fluctuating atomic volumes, charges, and stresses in body-centered cubic refractory high-entropy alloys

Shoji Ishibashi, Yuji Ikeda, Fritz Körmann, Blazej Grabowski, Jörg Neugebauer

2020Physical Review Materials30 citationsDOIOpen Access PDF

Abstract

Local lattice distortions in a series of body-centered cubic alloys, including refractory high-entropy alloys, are investigated by means of atomic volumes, atomic charges, and atomic stresses defined by the Bader charge analysis based on first-principles calculations. Analyzing the extensive data sets, we find large distributions of these atomic properties for each element in each alloy, indicating a large impact of the varying local chemical environments. We show that these local-environment effects can be well understood and captured already by the first and the second nearest neighbor shells. Based on this insight, we employ linear regression models up to the second nearest neighbor shell to accurately predict these atomic properties. Finally, we find that the elementwise-averaged values of the atomic properties correlate linearly with the averaged valence-electron concentration of the considered alloys.

Topics & Concepts

Materials scienceValence electronHigh entropy alloysAtomic radiusCubic crystal systemk-nearest neighbors algorithmValence (chemistry)AlloyCondensed matter physicsThermodynamicsElectronAtomic physicsMolecular physicsPhysicsMetallurgyQuantum mechanicsArtificial intelligenceComputer scienceHigh Entropy Alloys StudiesHigh-Temperature Coating BehaviorsMetal and Thin Film Mechanics