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- W4287185610 abstract "Recently, the application of machine learning models has gained momentum in natural sciences and engineering, which is a natural fit due to the abundance of data in these fields. However, the modeling of physical processes from simulation data without first principle solutions remains difficult. Here, we present a Graph Neural Networks approach towards accurate modeling of complex 3D granular flow simulation processes created by the discrete element method LIGGGHTS and concentrate on simulations of physical systems found in real world applications like rotating drums and hoppers. We discuss how to implement Graph Neural Networks that deal with 3D objects, boundary conditions, particle - particle, and particle - boundary interactions such that an accurate modeling of relevant physical quantities is made possible. Finally, we compare the machine learning based trajectories to LIGGGHTS trajectories in terms of particle flows and mixing entropies." @default.
- W4287185610 created "2022-07-25" @default.
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- W4287185610 date "2021-05-04" @default.
- W4287185610 modified "2023-09-24" @default.
- W4287185610 title "Learning 3D Granular Flow Simulations" @default.
- W4287185610 doi "https://doi.org/10.48550/arxiv.2105.01636" @default.
- W4287185610 hasPublicationYear "2021" @default.
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