Table 10 Ablation study on transformer physical constraints (20 test episodes per configuration).
Configuration | Pred. MSE | Div. error | Path success (%) | Path length (m) |
|---|---|---|---|---|
No constraints | 0.0847 | 0.312 | 85.0 | \(298.42 \pm 24.31\) |
Mass only (\(\lambda _1\)) | 0.0623 | 0.089 | 92.5 | \(278.15 \pm 15.67\) |
Mass + Vorticity (\(\lambda _1, \lambda _2\)) | 0.0512 | 0.067 | 95.0 | \(271.33 \pm 11.24\) |
Mass + Vort. + Stat. (\(\lambda _1, \lambda _2, \lambda _4\)) | 0.0456 | 0.051 | 97.5 | \(268.92 \pm 8.56\) |
Full constraints (Ours) | 0.0398 | 0.042 | 100.0 | \(262.85 \pm 4.18\) |