Continuum Field Reconstruction (Rollout) on 2D Navier-Stokes nu=1e-5
1.162MSELASERPPO
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LASERPPO# Obs.=256, Sensing Strategy=Optimized2026.04 | 1.162 | — | — | — | |
| LASER# Obs.=256, Sensing Strategy=Optimized2026.04 | 1.188 | — | — | — | |
| LASER (ϕ)# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.198 | — | — | — | |
| PhySense# Obs.=256, Sensing Strategy=Optimized2026.04 | 1.202 | — | — | — | |
| DiffusionPDE# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.302 | — | — | — | |
| LASER# Obs.=128, Sensing Strategy=Optimized2026.04 | 1.343 | — | — | — | |
| LASERPPO# Obs.=128, Sensing Strategy=Optimized2026.04 | 1.346 | — | — | — | |
| PhySense# Obs.=128, Sensing Strategy=Optimized2026.04 | 1.36 | — | — | — | |
| LASER (ϕ)# Obs.=128, Sensing Strategy=Fixed2026.04 | 1.382 | — | — | — | |
| LASERPPO# Obs.=64, Sensing Strategy=Optimized2026.04 | 1.527 | — | — | — | |
| LASER# Obs.=64, Sensing Strategy=Optimized2026.04 | 1.559 | — | — | — | |
| PhySense# Obs.=64, Sensing Strategy=Optimized2026.04 | 1.681 | — | — | — | |
| LASER (ϕ)# Obs.=64, Sensing Strategy=Fixed2026.04 | 1.717 | — | — | — | |
| DiffusionPDE# Obs.=128, Sensing Strategy=Fixed2026.04 | 1.724 | — | — | — | |
| AROMA# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.909 | — | — | — | |
| DiffusionPDE# Obs.=64, Sensing Strategy=Fixed2026.04 | 2.369 | — | — | — | |
| AROMA# Obs.=128, Sensing Strategy=Fixed2026.04 | 2.443 | — | — | — | |
| AROMA# Obs.=64, Sensing Strategy=Fixed2026.04 | 3.596 | — | — | — | |
| AROMA (2024)# Obs.=2562026.04 | — | 0.18 | 5.876 | 3.028 | |
| AROMA (2024)# Obs.=1282026.04 | — | 0.202 | 5.932 | 3.067 | |
| AROMA (2024)# Obs.=642026.04 | — | 0.267 | 6.166 | 3.217 | |
| LASER (phi)# Obs.=2562026.04 | — | 0.073 | 5.228 | 2.73 | |
| LASER (phi)# Obs.=1282026.04 | — | 0.108 | 6.007 | 3.057 | |
| LASER (phi)# Obs.=642026.04 | — | 0.196 | 6.081 | 3.138 |