Traffic State Estimation on I-24 MOTION 1.0 (20221122)
14.6Mean Relative L2 ErrorXPINN
Evaluation Results
| Method | Links | |
|---|---|---|
| XPINNns=72026.05 | 14.6 | |
| PINN+Viscosityns=72026.05 | 14.88 | |
| PINN+RARns=72026.05 | 15.04 | |
| ADD-PINNns=72026.05 | 15.41 | |
| Vanilla PINNns=72026.05 | 15.68 | |
| XPINNns=62026.05 | 16.23 | |
| PINN+Viscosityns=62026.05 | 16.32 | |
| PINN+RARns=62026.05 | 16.43 | |
| ADD-PINNns=62026.05 | 16.48 | |
| Vanilla PINNns=62026.05 | 17.1 | |
| ADD-PINNns=52026.05 | 17.17 | |
| XPINNns=52026.05 | 17.91 | |
| ADD-PINNns=42026.05 | 17.92 | |
| PINN+Viscosityns=52026.05 | 18.03 | |
| PINN+RARns=52026.05 | 18.08 | |
| Vanilla PINNns=52026.05 | 18.82 | |
| XPINNns=42026.05 | 19.26 | |
| PINN+RARns=42026.05 | 19.46 | |
| PINN+Viscosityns=42026.05 | 19.54 | |
| ADD-PINNns=32026.05 | 19.7 | |
| Vanilla PINNns=42026.05 | 20.08 | |
| XPINNns=32026.05 | 22.01 | |
| PINN+Viscosityns=32026.05 | 22.1 | |
| PINN+RARns=32026.05 | 22.23 | |
| Vanilla PINNns=32026.05 | 22.36 | |
| NNns=72026.05 | 27.96 | |
| NNns=62026.05 | 31.13 | |
| NNns=52026.05 | 34.1 | |
| NNns=42026.05 | 38.3 | |
| NNns=32026.05 | 42.26 |