Traffic State Estimation on I-24 MOTION 1.0 (20221202)
14.08Mean Relative L2 Error (%)XPINN
Evaluation Results
| Method | Links | |
|---|---|---|
| XPINNns=72026.05 | 14.08 | |
| PINN+Viscosityns=72026.05 | 14.36 | |
| PINN+RARns=72026.05 | 14.57 | |
| ADD-PINNns=72026.05 | 14.65 | |
| Vanilla PINNns=72026.05 | 15.13 | |
| ADD-PINNns=62026.05 | 15.3 | |
| XPINNns=62026.05 | 15.66 | |
| PINN+Viscosityns=62026.05 | 15.93 | |
| PINN+RARns=62026.05 | 16.01 | |
| ADD-PINNns=52026.05 | 16.03 | |
| Vanilla PINNns=62026.05 | 16.7 | |
| ADD-PINNns=42026.05 | 16.84 | |
| XPINNns=52026.05 | 17.06 | |
| PINN+Viscosityns=52026.05 | 17.45 | |
| PINN+RARns=52026.05 | 17.48 | |
| ADD-PINNns=32026.05 | 17.98 | |
| Vanilla PINNns=52026.05 | 18.06 | |
| XPINNns=42026.05 | 18.35 | |
| PINN+Viscosityns=42026.05 | 18.55 | |
| PINN+RARns=42026.05 | 18.56 | |
| Vanilla PINNns=42026.05 | 19.02 | |
| XPINNns=32026.05 | 20.45 | |
| PINN+Viscosityns=32026.05 | 20.64 | |
| PINN+RARns=32026.05 | 20.92 | |
| Vanilla PINNns=32026.05 | 21.04 | |
| NNns=72026.05 | 25.71 | |
| NNns=62026.05 | 29.9 | |
| NNns=52026.05 | 34.22 | |
| NNns=42026.05 | 38.76 | |
| NNns=32026.05 | 40.85 |