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Ab initio phase diagram and nucleation of gallium.

Haiyang NiuLuigi BonatiPablo M PiaggiMichele Parrinello
Published in: Nature communications (2020)
Elemental gallium possesses several intriguing properties, such as a low melting point, a density anomaly and an electronic structure in which covalent and metallic features coexist. In order to simulate this complex system, we construct an ab initio quality interaction potential by training a neural network on a set of density functional theory calculations performed on configurations generated in multithermal-multibaric simulations. Here we show that the relative equilibrium between liquid gallium, α-Ga, β-Ga, and Ga-II is well described. The resulting phase diagram is in agreement with the experimental findings. The local structure of liquid gallium and its nucleation into α-Ga and β-Ga are studied. We find that the formation of metastable β-Ga is kinetically favored over the thermodinamically stable α-Ga. Finally, we provide insight into the experimental observations of extreme undercooling of liquid Ga.
Keyphrases
  • pet ct
  • density functional theory
  • molecular dynamics
  • neural network
  • ionic liquid
  • molecular dynamics simulations
  • mass spectrometry
  • quality improvement