Search Results for author: Anton Van der Ven

Found 2 papers, 1 papers with code

MultiShifter: software to generate structural models of extended two-dimensional defects in 3D and 2D crystals

1 code implementation21 Nov 2020 Jon Gabriel Goiri, Anton Van der Ven

Extended defects in crystals, such as dislocations, stacking faults and grain boundaries, play a crucial role in determining a wide variety of materials properties.

Materials Science

Scale bridging materials physics: Active learning workflows and integrable deep neural networks for free energy function representations in alloys

no code implementations30 Jan 2020 Gregory Teichert, Anirudh Natarajan, Anton Van der Ven, Krishna Garikipati

Specifically, we have developed an integrable deep neural network (IDNN) that can be trained to free energy derivative data obtained from atomic scale models and statistical mechanics, then analytically integrated to recover a free energy density function.

Active Learning

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