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SHIFT-Wing

Adapted-mesh simulations of parametric NASA CRM wing-body variants for transonic aerodynamics

Luminary Cloud with Otto Aviation and NVIDIA · Aero & CFD

Data luminary-shift/WING⁠

Simulations of thousands of parametric variants of the NASA Common Research Model, with the wing re-lofted from six spanwise sections and the fuselage tube varied in diameter and length, across a range of flow conditions, with surface and volume fields.

Licence
CC BY-NC 4.0
Access
Gated on Hugging Face: access is granted on request
Cases
Thousands of parametric NASA CRM wing-body variants, each with its own flow condition (one parameterization, OnShape Luminary DPW4)
Solver
Luminary Cloud, with Luminary Mesh Adaptation
Mesh
Adapted, a default sequence of 13 meshes from about 250,000 to 30 million cells
Fields
Surface pressure and wall shear stress; volume pressure, velocity, eddy viscosity, density and temperature; forces and moments; geometry and flow parameters
Size
10.2 TB

Used by

  1. Paper · TransformersTransolver without attention — Does Transolver really need a Transformer?
  2. Paper · PretrainingGeometry meets physics — Data-efficient pre-training for unstructured neural PDE solvers
  3. Paper · TransformersSMART — Mesh-free aerodynamic surrogates from raw geometry
  4. Paper · TransformersGeoTransolver — Transolver that keeps the geometry in every layer
  5. Paper · Latent modelsD-JEPA — One geometry latent, reused across flow conditions and physics
  6. News · ReleaseLuminary attaches calibrated 90% error bars to trained large physics models with a 166,000-parameter companion network
  7. News · ReleaseLuminary reports an out-of-distribution confidence score on SHIFT-Wing: 0.99 in distribution, 0.13 for an SUV

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