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Gallinator/porous-cfd

sourceHugging Facegpl-3.0updated 7mo agoView on Hugging Face
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App README

Porous CFD web app

A small web app to experiment with the 2D models proposed in the paper "Geometry-Aware Physics-Informed PointNets for Modeling Flows Across Porous Structures ".<br> Features:

  • Physics Informed PointNet and Physics Informed Geometry Aware Neural Networks available
  • PointNet++ variants included
  • Simulation of porous objects inside ducts using the Navier-Stokes-Darcy equations
  • Variable inlet velocity, angle and porosity
  • Porous object editor using B-Splines
  • Interactive plots
  • Ground truth OpenFOAM simulations
  • Parallel server requests processing with FastAPI

The app is hosted on Hugging Face Spaces.

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