2-D Linear Poisson's Equation Solving (test)
0L1 ErrorBaldwinian-PINN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Baldwinian-PINNTest task parameters=a1=0.15, a2=0.18, ..., c8=0.91, dj=0.01, x ∈ [0, 1], y ∈ [0, 1], Training task distribution=100 train tasks from J ∈ [1, 10], aj ∈ [−0.6, 0.6], bj ∈ [−0.6, 0.6], cj ∈ [0.5, 2], dj ∈ [0.005, 0.02]2023.12 | 0 | 0 | |
| NRPINNFine-tuning iterations=4000, Test task parameters=a1=0.15, a2=0.18, ..., c8=0.91, dj=0.01, x ∈ [0, 1], y ∈ [0, 1], Training task distribution=100 train tasks from J ∈ {1, 5, 10}, aj ∈ [0.1, 0.9], bj ∈ [0.1, 0.9], cj ∈ [0.8, 1.2], dj = 0.012023.12 | 0 | — | |
| CoMLSim2022.10 | 0.011 | — | |
| FNO2022.10 | 0.031 | — | |
| DeepONet2022.10 | 0.061 | — | |
| UNet2022.10 | 0.132 | — | |
| FCNN2022.10 | 0.267 | — |