4.5 Article

Fast emulation of quantum three-body scattering

期刊

PHYSICAL REVIEW C
卷 105, 期 6, 页码 -

出版社

AMER PHYSICAL SOC
DOI: 10.1103/PhysRevC.105.064004

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资金

  1. National Science Foundation [PHY-1913069]
  2. NUCLEI SciDAC Collaboration under Department of Energy MSU [RC107839OSU]
  3. U.S. Department of Energy, Office of Science, Office of Nuclear Physics, under the FRIB Theory Alliance [DE-SC0013617]
  4. CSSI program [OAC-2004601]

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The researchers developed emulators for solving quantum three-body scattering problems using a combination of variational method and eigenvector continuation concept. The emulators were shown to be accurate and efficient through a nuclear-physics model, and the researchers argued that this strategy could be applied to other fields as well.
We develop a class of emulators for solving quantum three-body scattering problems. They are based on combining the variational method for scattering observables and the recently proposed eigenvector continuation concept. The emulators are first trained by the exact scattering solutions of the governing Hamiltonian at a small number of points in its parameter space, and then employed to make interpolations and extrapolations in that space. Through a schematic nuclear-physics model with finite-range two and three-body interactions, we demonstrate the emulators to be extremely accurate and efficient. The computing time for emulation is on the scale of milliseconds (on a laptop), with relative errors ranging from 10???13 to 10???4 depending on the case. The emulators also require little memory. We argue that these emulators can be generalized to even more challenging scattering problems. Furthermore, this general strategy may be applicable for building the same type of emulators in other fields, wherever variational methods can be developed for evaluating physical models.

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