A fully GPU-based workflow for building physics emulators of hypersonic flows

In three linesGPU-based workflow for building physics emulators of hypersonic flows. Integrates JAX-Fluids (differentiable high-fidelity solver) for data generation and refinement of neural emulators with uncertainty quantification. Residual-based refinement improves physical consistency and enables training with limited parameters.

Summary generated by Claude — human-verified