← Plate with Hole
Dataset
Plate with Hole · NAFEMS D6
100.0 mm
30 mm240 mm
600 mm
300 mm1000 mm
600 mm
300 mm1000 mm
5.0 mm
1 mm20 mm
100.0 kN
10 kN100 kN
0 mm
0 mm370 mm
0 mm
-323 mm0 mm
Offsets are from the plate center. Diameter is clamped so the hole stays inside the plate.
- Solver
- Nastran · shell elements
- Input
- d · t · L · W · ΔL · ΔW · F
- Train
- 84 cases
- Holdout
- 12 cases
Submissions
John’s Rescale AI Physics runs on NAFEMS D6, 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
| Compare | Model | Submitted | Train time | AEinPEAK | AE@PEAK | MAE | ME | RMSE | Details |
|---|---|---|---|---|---|---|---|---|---|
| MeshGraphNet · MGN_signet_s13sig13 | Sep 12, 2026 | 9h 39m 5s | 0.08 | 0.09 | 0.02 | -0.00 | 0.03 | ||
| MeshGraphNet · MGN_signet_s7sign7 | Sep 12, 2026 | 9h 39m 32s | 0.11 | 0.12 | 0.02 | -0.00 | 0.04 | ||
| MeshGraphNet · MGN_signetsignt | Sep 12, 2026 | 9h 52m 12s | 0.10 | 0.11 | 0.02 | +0.00 | 0.04 | ||
| Two-Stream Transformer · TST_meshsampmsamp | Sep 9, 2026 | 53m 5s | 8.87 | 13.25 | 6.28 | +1.52 | 7.68 |
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 →