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Angular-dependent interatomic potential for large-scale atomistic simulation of the Fe-Cr-H ternary system

Sergey Starikov, Daria Smirnova, Tapaswani Pradhan, И.В. Гордеев, Ralf Drautz, Matous Mrovec

2022Physical Review Materials18 citationsDOI

Abstract

The recently developed angular-dependent potential for pure iron was advanced to the interatomic potential of the Fe-Cr-H ternary system. The new potential allows to simulate Fe-Cr alloys for a wide range of compositions and different concentrations of hydrogen. The angular-dependent format of the model and the development procedure based on the machine learning approach allow to achieve a favorable balance between the computation cost and the reliability of the created parametrization. As part of potential validation, we performed a large number of tests of both the binary metallic alloys and hydrogen interactions. The applicability of the potential is demonstrated by large-scale simulations of hydrogen diffusion in the vicinity of crystal defects.

Topics & Concepts

Materials scienceTernary operationParametrization (atmospheric modeling)Interatomic potentialDiffusionComputationHydrogenCarbideRange (aeronautics)Molecular dynamicsChemical physicsThermodynamicsMetallurgyComputational chemistryComputer sciencePhysicsAlgorithmChemistryQuantum mechanicsComposite materialRadiative transferProgramming languageHydrogen embrittlement and corrosion behaviors in metalsNuclear Materials and PropertiesMachine Learning in Materials Science
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