Finite Element Framework / Multiphysics
Open-source FEM-based multiphysics simulation framework; describes variational problems in UFL and solves large-scale PDEs - a standard academic tool.
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General-Purpose CFD Solver
The de facto open-source CFD solver covering incompressible/compressible flow, heat transfer, multiphase and combustion - the workhorse for generating physics-AI training data.
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Multiphysics / PDE - 16 Domains
Unified benchmark spanning 16 physical domains, dubbed the 'ImageNet moment of physical ML', with PyTorch API, pretrained baselines and HF streaming.
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