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← Plate with Hole

Dataset

Plate with Hole · NAFEMS D4

F = 100 kNF = 100 kNL = 600 mm · W = 300 mm · t = 5 mm
100.0 mm
30 mm240 mm
100.0 kN
5.3 kN100 kN
Solver
Nastran · shell elements
Input
Hole diameter d · load F
Train
19 cases
Holdout
3 cases

John’s Rescale AI Physics runs on NAFEMS D4, 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_area_areaSep 9, 202622m 19s19.9626.260.89-0.441.91
Two-Stream Transformer · TST_mesh_meshSep 9, 202622m 23s8.1816.271.96+0.043.12
Two-Stream Transformer · TST_mesh_ep2000e2000Sep 9, 20262h 27m 17s20.3423.012.87-0.324.63
Two-Stream Transformer · TST_mesh_seed13sed13Sep 9, 202616m 19s30.6334.185.51-4.088.08
MeshGraphNet · MGN_donly_s7donl7Sep 11, 20262h 3m 39s12.8710.747.18+1.4710.14

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 →