Inverse Parameter Estimation on 2D Heat Equation
0.984Kappa Hat EstimatetrSQP-PINN
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| trSQP-PINNinitialization=κ = 12026.05 | 0.984 | 0.884 | |
| AL-PINNinitialization=κ = 12026.05 | 0.102 | 0.002 | |
| AdamFLIPinitialization=κ = 12026.05 | 0.0995 | 0.0005 | |
| Standard PINNinitialization=κ = 12026.05 | 0.0991 | 0.0009 | |
| FL-PINNinitialization=κ = 12026.05 | 0.0933 | 0.0067 |