2D Heat Conductivity Inversion on 2D heat equation S=1000
0.327Best Relative ErrorProposed (II)
Evaluation results
| Method | Links | ||
|---|---|---|---|
| Proposed (II)Training time=11.2 min2025.02 | 0.327 | 0.4 | |
| NAS (our activation)Training time=376 min2025.02 | 0.349 | — | |
| NAS (tanh activation)Training time=370 min2025.02 | 0.35 | — | |
| Proposed (I)Training time=15.1 min2025.02 | 0.351 | 0.434 | |
| NAS (ReLU activation)Training time=380 min2025.02 | 0.355 | — | |
| Random layer insertion (I)Training time=13.7 min2025.02 | 0.392 | 0.457 | |
| Net2DeeperNet (II)Training time=12.4 min2025.02 | 0.4 | 0.456 | |
| Baseline networkTraining time=16.4 min2025.02 | 0.446 | 0.5 | |
| Forward ThinkingTraining time=12 min2025.02 | 0.57 | 0.66 |