Search Results for author: Ali Girayhan Özbay

Found 2 papers, 2 papers with code

Deep learning fluid flow reconstruction around arbitrary two-dimensional objects from sparse sensors using conformal mappings

1 code implementation8 Feb 2022 Ali Girayhan Özbay, Sylvain Laizet

Different NNs for different sensor setups (where information about the flow is collected) are trained with high-fidelity simulation data for a Reynolds number equal to approximately $300$ for 64 objects randomly generated using Bezier curves.

Poisson CNN: Convolutional neural networks for the solution of the Poisson equation on a Cartesian mesh

1 code implementation18 Oct 2019 Ali Girayhan Özbay, Arash Hamzehloo, Sylvain Laizet, Panagiotis Tzirakis, Georgios Rizos, Björn Schuller

The Poisson equation is commonly encountered in engineering, for instance in computational fluid dynamics (CFD) where it is needed to compute corrections to the pressure field to ensure the incompressibility of the velocity field.

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