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

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

Abstract 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. In the present work, we propose a novel fully convolutional neural network (CNN) architecture to …