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← Plate with Hole

Dataset

Plate with Hole · NAFEMS D1

F = 100 kNF = 100 kNL = 600 mm · W = 300 mm · t = 5 mm
100.0 mm
30 mm240 mm
Solver
Nastran · shell elements
Input
Hole diameter d
Train
19 cases
Holdout
3 cases

John’s Rescale AI Physics runs on NAFEMS D1, 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_ktnout_s7ktno7Sep 10, 202617m 32s8.055.791.88+0.392.58
Two-Stream Transformer · TST_meshsamp_seed7msmp7Sep 8, 202612m 42s5.404.032.60-0.153.51
Two-Stream Transformer · TST_TST_Sep 7, 202612m 2s38.3855.022.82-0.134.42
DoMINO · DoMINODoMINSep 11, 20261h 2m 24s28.4734.873.03-0.434.97
Two-Stream Transformer · TST_peakout_s7peak7Sep 9, 202635m 21s32.8940.577.57-0.7610.07
MeshGraphNet · MGN_MGN_Sep 8, 202638m 14s10.997.709.66+0.1016.05

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 →