PDE Solving on Helmholtz 1d (test)
0.0217Relative MSENeural Solver
Evaluation Results
| Method | Links | |
|---|---|---|
| Neural SolverTraining Paradigm=Hybrid2024.10 | 0.0217 | |
| Neural SolverLearning Paradigm=Neural Solver2024.10 | 0.0241 | |
| MLP + basisLearning Paradigm=Supervised2024.10 | 0.0466 | |
| MLP + basisTraining Paradigm=Supervised2024.10 | 0.0526 | |
| PPINNsTraining Paradigm=Unsupervised2024.10 | 0.833 | |
| PINNS-multi-optLearning Paradigm=Unsupervised2024.10 | 0.847 | |
| PI-DeepONetLearning Paradigm=Hybrid2024.10 | 0.979 | |
| PI-DeepONetTraining Paradigm=Hybrid2024.10 | 0.981 | |
| PO-DeepONetLearning Paradigm=Unsupervised2024.10 | 0.983 | |
| PO-DeepONetTraining Paradigm=Unsupervised2024.10 | 0.984 | |
| PINNs+L-BFGSLearning Paradigm=Unsupervised2024.10 | 0.986 | |
| PPINNsLearning Paradigm=Unsupervised2024.10 | 0.989 | |
| P2INNsLearning Paradigm=Unsupervised2024.10 | 0.99 | |
| PINOTraining Paradigm=Hybrid2024.10 | 0.995 | |
| PINOLearning Paradigm=Hybrid2024.10 | 0.999 |