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We propose a model to directly predict the steady-state flow field for agiven geometry setup. The setup is an Eulerian representation of the fluid flowas a meshed domain. We introduce a graph network architecture to process themesh-space simulation as a graph. The benefit of our model is a strongunderstanding of the global physical system, while being able to explore thelocal structure. This is essential to perform direct prediction and is thussuperior to other existing methods.

Direct Prediction of Steady-State Flow Fields in Meshed Domain with Graph Networks