Traffic State Estimation on I-24 MOTION 1.0 (20221129)
18.95Mean relative L2 error (%)XPINN
Evaluation Results
| Method | Links | |
|---|---|---|
| XPINNns=72026.05 | 18.95 | |
| PINN+RARns=72026.05 | 19.26 | |
| PINN+Viscosityns=72026.05 | 19.26 | |
| ADD-PINNns=72026.05 | 19.55 | |
| Vanilla PINNns=72026.05 | 20.25 | |
| ADD-PINNns=62026.05 | 20.38 | |
| XPINNns=62026.05 | 20.97 | |
| ADD-PINNns=52026.05 | 21.07 | |
| PINN+Viscosityns=62026.05 | 21.15 | |
| PINN+RARns=62026.05 | 21.22 | |
| Vanilla PINNns=62026.05 | 22.02 | |
| XPINNns=52026.05 | 22.58 | |
| PINN+Viscosityns=52026.05 | 22.79 | |
| PINN+RARns=52026.05 | 22.83 | |
| Vanilla PINNns=52026.05 | 23.53 | |
| ADD-PINNns=42026.05 | 23.54 | |
| ADD-PINNns=32026.05 | 24.87 | |
| XPINNns=42026.05 | 25.09 | |
| PINN+RARns=42026.05 | 25.12 | |
| PINN+Viscosityns=42026.05 | 25.15 | |
| Vanilla PINNns=42026.05 | 25.79 | |
| PINN+Viscosityns=32026.05 | 26.62 | |
| PINN+RARns=32026.05 | 26.86 | |
| XPINNns=32026.05 | 26.88 | |
| Vanilla PINNns=32026.05 | 27.06 | |
| NNns=72026.05 | 34.12 | |
| NNns=62026.05 | 39.02 | |
| NNns=52026.05 | 42.76 | |
| NNns=42026.05 | 47.31 | |
| NNns=32026.05 | 50.62 |