Traffic State Estimation on I-24 MOTION 1.0 (20221123)
8.66Mean relative L2 Error (%)XPINN
Evaluation Results
| Method | Links | |
|---|---|---|
| XPINNns=72026.05 | 8.66 | |
| PINN+Viscosityns=72026.05 | 8.75 | |
| PINN+RARns=72026.05 | 8.79 | |
| ADD-PINNns=72026.05 | 8.92 | |
| Vanilla PINNns=72026.05 | 9.07 | |
| PINN+RARns=62026.05 | 9.39 | |
| XPINNns=62026.05 | 9.43 | |
| PINN+Viscosityns=62026.05 | 9.48 | |
| ADD-PINNns=62026.05 | 9.58 | |
| ADD-PINNns=52026.05 | 9.61 | |
| PINN+RARns=52026.05 | 9.63 | |
| PINN+Viscosityns=52026.05 | 9.63 | |
| XPINNns=52026.05 | 9.66 | |
| Vanilla PINNns=62026.05 | 9.96 | |
| XPINNns=42026.05 | 10.15 | |
| ADD-PINNns=42026.05 | 10.19 | |
| Vanilla PINNns=52026.05 | 10.25 | |
| PINN+Viscosityns=42026.05 | 10.28 | |
| PINN+RARns=42026.05 | 10.3 | |
| ADD-PINNns=32026.05 | 10.66 | |
| Vanilla PINNns=42026.05 | 10.73 | |
| XPINNns=32026.05 | 11.15 | |
| PINN+RARns=32026.05 | 11.22 | |
| PINN+Viscosityns=32026.05 | 11.22 | |
| Vanilla PINNns=32026.05 | 11.91 | |
| NNns=72026.05 | 20.81 | |
| NNns=62026.05 | 23.07 | |
| NNns=52026.05 | 24.17 | |
| NNns=42026.05 | 30.52 | |
| NNns=32026.05 | 37.5 |