Solving reaction equations on Reaction equations (ρ=6) 1.0 (test)
0.0167Absolute ErrorHyper-LR-PINN (Full rank)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.10 | 0.0167 | 0.0552 | |
| Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.10 | 0.0183 | 0.0572 | |
| PINN-R2023.10 | 0.0403 | 0.12 | |
| PINN-R2023.10 | 0.0403 | 0.12 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 0.1306 | 0.2854 | |
| PINN-S2S2023.10 | 0.5434 | 0.9068 | |
| PINN-S2S2023.10 | 0.5434 | 0.9068 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.5947 | 0.9853 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.5959 | 0.9863 | |
| PINN-P2023.10 | 0.5981 | 0.9906 | |
| PINN-P2023.10 | 0.5981 | 0.9906 | |
| PINN2023.10 | 0.5987 | 0.9913 | |
| PINN2023.10 | 0.5987 | 0.9913 | |
| ReptileRank=30, Pre-training=true2023.10 | 0.5992 | 0.9931 |