Solving reaction equations on Reaction equations ρ=7 1.0 (test)
0.018Absolute ErrorHyper-LR-PINN (Full rank)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)Rank=30, Pre-training=true2023.10 | 0.018 | 0.0575 | |
| Hyper-LR-PINN (Adaptive rank)Rank=30, Pre-training=true2023.10 | 0.0203 | 0.0456 | |
| PINN-R2023.10 | 0.0275 | 0.0848 | |
| Curriculum learningRank=30, Pre-training=false2023.10 | 0.1285 | 0.2764 | |
| PINN-S2S2023.10 | 0.6285 | 0.9794 | |
| MAMLRank=30, Pre-training=false2023.10 | 0.6401 | 0.9903 | |
| Naïve-LR-PINNRank=30, Pre-training=false2023.10 | 0.6424 | 0.9938 | |
| PINN2023.10 | 0.6431 | 0.995 | |
| ReptileRank=30, Pre-training=true2023.10 | 0.6431 | 0.9955 | |
| PINN-P2023.10 | 0.6459 | 0.9976 |