A patch-based 3D variational autoencoder reconstructs fine-scale turbulent velocity from coarse fields, outperforming tricubic and Lanczos interpolation on error metrics, but the evaluation is limited to one simulation snapshot.
The vari- ational multiscale method—a paradigm for computational mechanics,
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Patch-Based 3D Variational Autoencoder for Super-Resolution of Turbulent Channel Flow
A patch-based 3D variational autoencoder reconstructs fine-scale turbulent velocity from coarse fields, outperforming tricubic and Lanczos interpolation on error metrics, but the evaluation is limited to one simulation snapshot.