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PINNs

Predict the velocity field and pressure field around a cylinder given a time dependency velocity and pressure field.

Based on the work of M. Raissi, P. Perdikaris, and G. E. Karniadakis, Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations. Journal of Computational physics, 378:686–707, 2019