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Mapping confinement potentials and charge densities of interacting quantum systems using conditional generative adversarial networks

Accurate and efficient tools for calculating the ground state properties of interacting quantum systems are essential in the design of nanoelectronic devices. The exact diagonalization method fully accounts for the Coulomb interaction beyond mean field approximations and it is regarded as the gold-s...

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Principais autores: Calin-Andrei Pantis-Simut, Amanda Teodora Preda, Lucian Ion, Andrei Manolescu, George Alexandru Nemnes
Formato: Artigo
Idioma:Inglês
Publicado em: IOP Publishing 2023-01-01
coleção:Machine Learning: Science and Technology
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Acesso em linha:https://doi.org/10.1088/2632-2153/acd6d8
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