Search Results for author: Weile Jia

Found 2 papers, 1 papers with code

Pushing the limit of molecular dynamics with ab initio accuracy to 100 million atoms with machine learning

1 code implementation1 May 2020 Weile Jia, Han Wang, Mohan Chen, Denghui Lu, Lin Lin, Roberto Car, Weinan E, Linfeng Zhang

For 35 years, {\it ab initio} molecular dynamics (AIMD) has been the method of choice for modeling complex atomistic phenomena from first principles.

Computational Physics

Deep Density: circumventing the Kohn-Sham equations via symmetry preserving neural networks

no code implementations27 Nov 2019 Leonardo Zepeda-Núñez, Yixiao Chen, Jiefu Zhang, Weile Jia, Linfeng Zhang, Lin Lin

By directly targeting at the self-consistent electron density, we demonstrate that the adapted network architecture, called the Deep Density, can effectively represent the electron density as the linear combination of contributions from many local clusters.

Translation

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