Parameter Identification on Lotka-Volterra model Time [80, 100]
2.215Squared Error (α)PINNs-EM-GMM
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| PINNs-EM-GMMTime=[80, 100]2026.04 | 2.215 | 2.921 | 2.937 | 1.38 | |
| RAA-PINNsTime=[80, 100]2026.04 | 2.403 | 3.481 | 2.735 | 1.414 | |
| AGM-PELTTime=[80, 100]2026.04 | 2.706 | 5.15 | 4.065 | 2.013 |