"A fully GPU-based workflow for building physics emulators of hypersonic flows"We introduce a fully GPU based workflow t...

"A fully GPU-based workflow for building physics emulators of hypersonic flows"We introduce a fully GPU based workflow that integrates accelerated data generation with the training of neural emulators augmented by uncertainty quantification and physics-aware refinement. Differentiable simulation and residual-based refinement yield physics emulators that remain reliable beyond their training distribution.https://arxiv.org/abs/2606.13742#research #AI #tech #military