PDE Discovery on KdV equation
100TPRWeak-PDE-Net
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Weak-PDE-NetNoise level (sigma_NR)=0%, Sample ratio (r)=2.5%2026.03 | 100 | 0.0719 | 0.0259 | 1.38 | |
| Weak-PDE-NetNoise level (sigma_NR)=0%, Sample ratio (r)=5.0%2026.03 | 100 | 0.0373 | 0.0139 | 1.48 | |
| Weak-PDE-NetNoise level (sigma_NR)=0%, Sample ratio (r)=10%2026.03 | 100 | 0.0254 | 0.012 | 4.12 | |
| Weak-PDE-NetNoise level (sigma_NR)=0%, Sample ratio (r)=25%2026.03 | 100 | 0.0376 | 0.0119 | 6.49 | |
| Weak-PDE-NetNoise level (sigma_NR)=0%, Sample ratio (r)=50%2026.03 | 100 | 0.0274 | 0.0103 | 1.47 | |
| Weak-PDE-NetNoise level (sigma_NR)=20%, Sample ratio (r)=25%2026.03 | 100 | 0.0159 | 0.0151 | 2.11 | |
| Weak-PDE-NetNoise level (sigma_NR)=40%, Sample ratio (r)=25%2026.03 | 100 | 0.0207 | 0.0067 | 2.49 | |
| Weak-PDE-NetNoise level (sigma_NR)=60%, Sample ratio (r)=25%2026.03 | 100 | 0.0772 | 0.0283 | 3.72 | |
| Weak-PDE-NetNoise level (sigma_NR)=80%, Sample ratio (r)=25%2026.03 | 100 | 0.0713 | 0.0298 | 2.09 | |
| Weak-PDE-NetNoise level (sigma_NR)=100%, Sample ratio (r)=25%2026.03 | 100 | 0.124 | 0.0401 | 1.04 |