← Plate with Hole
Dataset
Plate with Hole · NAFEMS D5
100.0 mm
30 mm240 mm
0 mm
0 mm200 mm
0 mm
-88 mm0 mm
Offsets are from the plate center. Diameter is clamped so the hole stays inside the plate.
- Solver
- Nastran · shell elements
- Input
- Hole diameter d · offsets ΔL · ΔW
- Train
- 18 cases
- Holdout
- 3 cases
Submissions
John’s Rescale AI Physics runs on NAFEMS D5, 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_donlydonly | Sep 11, 2026 | 2h 11m 25s | 21.68 | 13.40 | 6.01 | +0.35 | 9.72 | ||
| MeshGraphNet · MGN_donly_s7donl7 | Sep 11, 2026 | 1h 16m 20s | 25.85 | 30.77 | 6.24 | -0.31 | 10.50 | ||
| Two-Stream Transformer · TST_mesh_mesh | Sep 9, 2026 | 15m 53s | 35.50 | 81.63 | 9.56 | +0.64 | 17.74 | ||
| Two-Stream Transformer · TST_mesh_s7mesh7 | Sep 9, 2026 | 26m 15s | 48.71 | 79.53 | 10.60 | +0.40 | 19.36 | ||
| MeshGraphNet · MGN_donly_s13don13 | Sep 11, 2026 | 1h 16m 10s | 24.81 | 25.49 | 11.00 | -2.03 | 22.08 |
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 →