材料科学
三元运算
参数化(大气建模)
原子间势
扩散
计算
氢
碳化物
航程(航空)
分子动力学
热力学
化学物理
冶金
计算化学
物理
计算机科学
算法
化学
复合材料
程序设计语言
辐射传输
量子力学
作者
Sergey Starikov,Daria Smirnova,Tapaswani Pradhan,И.В. Гордеев,Ralf Drautz,Matous Mrovec
标识
DOI:10.1103/physrevmaterials.6.043604
摘要
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.
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