Dataset

OpenRadioss Car · Rescale Tutorial

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Thickness exaggerated for visibility (not to scale)

1 · Front bumper3.75 mm

OB-BUMPER-FT

3.523.99

2 · Rear bumper3.75 mm

OB-BUMPER-RR

3.513.99

3 · Engine oil pan1.56 mm

MC-ENG-OILPAN

1.121.99

4 · A-pillar (left)0.92 mm

CH-A-PILLAR-B-I-L

0.840.99

Shells come from the Neon starter deck (same parts patched in the Rescale Tutorial DOE). Oil pan is a small under-engine shell in the stock model. Slider values are real mm ranges; the on-screen thicken is exaggerated so changes read clearly.

Solver: OpenRadioss · Neon shells
Input: 4 shell thicknesses
Train: 32 cases
Holdout: 8 cases

Submissions

Scores for models trained on the open Rescale Tutorial thickness DOE and evaluated on the shared holdout cases. Expand a row for per-case displacement R².

Select submissions to compare

Compare	Model	Submitted	Train time	Disp. R²	Details
	GeoTransolver984c9	Jul 8, 2026	1h 45m 0s	0.9787
	MeshGraphNet84260	Jul 13, 2026	12h 6m 40s	0.5047

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Submissions