Solving reaction equations on Reaction equations (ρ=4) 1.0 (test)
0.0126Absolute ErrorHyper-LR-PINN (Full rank)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.10 | 0.0126 | 0.0395 | |
| Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.10 | 0.0151 | 0.046 | |
| PINN-P2023.10 | 0.0208 | 0.0614 | |
| PINN-P2023.10 | 0.0208 | 0.0614 | |
| PINN2023.10 | 0.0242 | 0.075 | |
| PINN2023.10 | 0.0242 | 0.075 | |
| PINN-R2023.10 | 0.026 | 0.072 | |
| PINN-R2023.10 | 0.026 | 0.072 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.0541 | 0.1494 | |
| ReptileRank=30, Pre-training=true2023.10 | 0.057 | 0.1534 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.0949 | 0.2237 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 0.1203 | 0.2683 | |
| PINN-S2S2023.10 | 0.4085 | 0.828 | |
| PINN-S2S2023.10 | 0.4085 | 0.828 |