Physical System Reconstruction on Heat Exchanger
0.83Mean L2 Error (%)VIRSO
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| VIRSOModel Variant=10-layer full, Number of Parameters=1.66 M, FLOPs=2.03 G, Energy (J/it)=1.30, Lat. (ms)=7.77, EDP (J·ms)=10.12026.04 | 0.83 | — | — | — | — | — | — | |
| VIRSOModel Variant=spectral-only, Number of Parameters=1.58 M, FLOPs=0.98 G, Energy (J/it)=0.86, Lat. (ms)=8.18, EDP (J·ms)=7.032026.04 | 0.9 | — | — | — | — | — | — | |
| NOMADModel Variant=full, Number of Parameters=2.69 M, FLOPs=11.29 G, Energy (J/it)=0.41, Lat. (ms)=2.35, EDP (J·ms)=0.962026.04 | 0.97 | — | — | — | — | — | — | |
| Geo-FNOModel Variant=full, Number of Parameters=2.70 M, FLOPs=1.58 G, Energy (J/it)=0.59, Lat. (ms)=4.94, EDP (J·ms)=2.912026.04 | 1.09 | — | — | — | — | — | — | |
| VIRSOModel Variant=2-layer, Number of Parameters=0.26 M, FLOPs=0.61 G, Energy (J/it)=0.54, Lat. (ms)=4.29, EDP (J·ms)=2.322026.04 | 1.95 | — | — | — | — | — | — | |
| Geo-FNOModel Variant=light, Number of Parameters=0.26 M, FLOPs=1.16 G, Energy (J/it)=0.56, Lat. (ms)=5.10, EDP (J·ms)=2.862026.04 | 4.21 | — | — | — | — | — | — | |
| NOMADModel Variant=light, Number of Parameters=0.26 M, FLOPs=1.28 G, Energy (J/it)=0.23, Lat. (ms)=2.00, EDP (J·ms)=0.462026.04 | 8.24 | — | — | — | — | — | — | |
| GNOFLOPs=429.49 G, Energy (J/it)=10.07, Lat. (ms)=20.48, EDP (J·ms)=206.22026.04 | 9.4 | — | — | — | — | — | — | |
| Geo-FNOParameters=2.70 M2026.04 | — | 0.74 | 1.14 | 1.14 | 0.91 | 1.51 | 1.09 | |
| GNOParameters=0.27 M2026.04 | — | 3.37 | 9.89 | 10.75 | 11.15 | 11.82 | 9.4 | |
| NOMADParameters=2.69 M2026.04 | — | 0.66 | 1.01 | 1.03 | 0.74 | 1.43 | 0.97 | |
| VIRSOParameters=2.31 M2026.04 | — | 0.4 | 0.71 | 0.66 | 0.52 | 1.18 | 0.7 | |
| VIRSO*Parameters=1.66 M, Number of layers=10, Number of modes=64, Function dimension=482026.04 | — | 0.47 | 0.87 | 0.86 | 0.71 | 1.24 | 0.83 |