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physics.flu-dyn2025
Super-resolution of turbulent velocity fields in two-way coupled particle-laden flows
Ali Shamooni, Ruyue Cheng, Thorsten Zirwes +3
This paper introduces a deep learning-based super-resolution (SR) framework specifically developed for accurately reconstructing high-resolution velocity fields in two-way coupled…
physics.flu-dyn2025
Super-resolution of turbulent velocity and scalar fields using different scalar distributions
Ali Shamooni, Oliver T. Stein, Andreas Kronenburg
In recent years, sub-grid models for turbulent mixing have been developed by data-driven methods for large eddy simulation (LES). Super-resolution is a data-driven deconvolution te…