Forward PDE Solving on 2D Heat Equation homogeneous Dirichlet condition u = 0 (test)
3.09Rel. L2 ErrorAL-PINN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| AL-PINNConstraint=true, Wall-clock time (s)=364, Hidden layers=6, Neurons per layer=642026.05 | 3.09 | 3.65 | 7.89 | 7.41 | |
| Standard PINNConstraint=false, Wall-clock time (s)=261, Hidden layers=6, Neurons per layer=642026.05 | 3.43 | 1.2 | 1.56 | 1.82 | |
| trSQP-PINNConstraint=true, Wall-clock time (s)=1260, Hidden layers=6, Neurons per layer=642026.05 | 6.6 | 1.22 | 2.62 | 1.07 | |
| AdamFLIPConstraint=true, Wall-clock time (s)=336, Hidden layers=6, Neurons per layer=642026.05 | 7.53 | 5.59 | 6.35 | 2 | |
| FL-PINNConstraint=true, Wall-clock time (s)=354, Hidden layers=6, Neurons per layer=642026.05 | 9.49 | 1.13 | 1.7 | 7.35 |