Solving reaction equations on Reaction equations
0.1356Max ErrorHyper-LR-PINN (Full rank)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| Hyper-LR-PINN (Full rank)rho=4, rank=30, pre-training=w2023.10 | 0.1356 | 0.9964 | |
| Hyper-LR-PINN (Adaptive rank)rho=4, rank=30, pre-training=w2023.10 | 0.1524 | 0.9953 | |
| PINN-Prho=42023.10 | 0.1681 | 0.9921 | |
| Hyper-LR-PINN (Full rank)rho=5, rank=30, pre-training=w2023.10 | 0.1967 | 0.9929 | |
| PINN-Rrho=42023.10 | 0.2055 | 0.9881 | |
| Hyper-LR-PINN (Adaptive rank)rho=7, rank=30, pre-training=w2023.10 | 0.215 | 0.992 | |
| PINNrho=42023.10 | 0.2282 | 0.9881 | |
| Hyper-LR-PINN (Adaptive rank)rho=5, rank=30, pre-training=w2023.10 | 0.2287 | 0.9891 | |
| Hyper-LR-PINN (Full rank)rho=6, rank=30, pre-training=w2023.10 | 0.2405 | 0.9905 | |
| Hyper-LR-PINN (Adaptive rank)rho=6, rank=30, pre-training=w2023.10 | 0.2418 | 0.9899 | |
| Hyper-LR-PINN (Full rank)rho=7, rank=30, pre-training=w2023.10 | 0.2922 | 0.9882 | |
| PINN-Rrho=52023.10 | 0.3297 | 0.9745 | |
| PINN-Rrho=72023.10 | 0.4038 | 0.975 | |
| Naïve-LR-PINNrho=4, rank=30, pre-training=w/o2023.10 | 0.4223 | 0.9556 | |
| PINN-Rrho=62023.10 | 0.4422 | 0.9596 | |
| Reptilerho=4, rank=10, pre-training=w2023.10 | 0.5896 | 0.8443 | |
| PINN-S2Srho=52023.10 | 0.9746 | -0.089 | |
| MAMLrho=5, rank=30, pre-training=w/o2023.10 | 0.9883 | 0.0591 | |
| PINN-S2Srho=42023.10 | 0.9895 | 0.0514 | |
| PINNrho=52023.10 | 0.9961 | 0.0288 | |
| PINNrho=62023.10 | 0.9982 | 0.0163 | |
| PINN-Prho=62023.10 | 0.9983 | 0.0158 | |
| PINNrho=72023.10 | 0.9996 | 0.0088 | |
| PINN-Prho=72023.10 | 1.0042 | 0.0139 | |
| PINN-Prho=52023.10 | 1.0077 | -0.0375 | |
| Naïve-LR-PINNrho=7, rank=50, pre-training=w/o2023.10 | 1.009 | 0.0077 | |
| PINN-S2Srho=72023.10 | 1.0267 | -0.0224 | |
| PINN-S2Srho=62023.10 | 1.0877 | -0.1455 |