Surrogate Modelling on Fluid Flow Simulation (test)
0.263GPU Peak Memory (GB)AE + UNet
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AE + UNetFramework=ROMs, Total Parameters=855k + 7.7M2026.02 | 0.263 | 399 | 1 | |
| AAE + UNetFramework=ROMs, Total Parameters=856k + 7.7M2026.02 | 0.263 | 534 | 1 | |
| UNetFramework=Grid-Size Invariant, Total Parameters=7.7M2026.02 | 0.263 | 194 | 1 | |
| UNet++Framework=Grid-Size Invariant, Total Parameters=9M2026.02 | 0.393 | 222 | 1.5 | |
| AE + UNet++Framework=ROMs, Total Parameters=855k + 9M2026.02 | 0.395 | 399 | 1.5 | |
| AAE + UNet++Framework=ROMs, Total Parameters=856k + 9M2026.02 | 0.395 | 534 | 1.5 | |
| UNet rollT8Framework=Grid-Size Invariant, Total Parameters=7.7M2026.02 | 0.897 | 183 | 1 | |
| UNet++ rollT8Framework=Grid-Size Invariant, Total Parameters=9M2026.02 | 1.542 | 142 | 1.5 | |
| UNetFramework=Whole Domain, Total Parameters=7.7M2026.02 | 1.809 | 191 | 1 | |
| UNet++Framework=Whole Domain, Total Parameters=9M2026.02 | 3.444 | 669 | 1.5 |