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← Plate with Hole

Dataset

Plate with Hole · NAFEMS D3

F = 100 kNF = 100 kNL = 600 mm · W = 600 mm · t = 5 mm
100.0 mm
30 mm240 mm
600 mm
200 mm1000 mm
600 mm
200 mm1000 mm
Solver
Nastran · shell elements
Input
Hole diameter d · length L · width W
Train
19 cases
Holdout
3 cases

John’s Rescale AI Physics runs on NAFEMS D3, scored on the shared holdout. Headline columns match Ian Symington’s ASSESS tables: AEinPEAK, AE@PEAK, MAE, ME, and RMSE on the principal-stress field. Expand a row for per-case values. Training time and hardware come from versionMetadata.

Select submissions to compare

CompareModelSubmittedTrain timeAEinPEAKAE@PEAKMAEMERMSEDetails
Two-Stream Transformer · TST_mesh_s7mesh7Sep 9, 202627m 38s20.9723.133.44-1.445.03
Two-Stream Transformer · TST_mesh_s13msh13Sep 9, 202627m 41s16.8918.903.73-2.425.16
MeshGraphNet · MGN_MGN_Sep 9, 20261h 57m 3s14.2120.835.91+1.477.58
Two-Stream Transformer · TST_mesh_ep2000e2000Sep 9, 20262h 27m 16s35.5044.916.00-2.778.37
Two-Stream Transformer · TST_mesh_meshSep 9, 202616m 18s10.1534.687.12-3.759.26

Ready to try this out? Download the train split for this design space, then submit when you are ready, or check the submission guide. Check the submission guide →