Fluid Flow Prediction on HCSG tube bundle inlet velocity 0.7 m/s
5.71Error P1MLP-AE L-DeepONet
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MLP-AE L-DeepONetSakoe–Chiba band radius (w)=17, Inlet velocity=0.7 m/s, Encoder=MLP-AE2026.05 | 5.71 | 5.668 | 3.723 | 6.254 | 4.988 | 4.887 | 5.205 | |
| FNO (24 modes)Sakoe–Chiba band radius (w)=17, Inlet velocity=0.7 m/s, Modes=242026.05 | 5.817 | 5.39 | 6.434 | 5.583 | 5.505 | 5.971 | 5.784 | |
| MscaleFNOSakoe–Chiba band radius (w)=17, Inlet velocity=0.7 m/s2026.05 | 5.873 | 5.761 | 5.584 | 6.904 | 6.083 | 5.837 | 6.007 | |
| CAE L-DeepONetSakoe–Chiba band radius (w)=17, Inlet velocity=0.7 m/s, Encoder=CAE2026.05 | 5.992 | 5.567 | 4.695 | 6.772 | 5.395 | 4.952 | 5.562 |