Continuum Field Reconstruction (Rollout) on 2D Navier-Stokes nu=1e-3
0.096MSELASER
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| LASER# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.096 | — | — | — | |
| LASERPPO# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.103 | — | — | — | |
| PhySense# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.114 | — | — | — | |
| LASERPPO# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.134 | — | — | — | |
| LASER# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.149 | — | — | — | |
| LASER# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.169 | — | — | — | |
| PhySense# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.18 | — | — | — | |
| LASERPPO# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.193 | — | — | — | |
| PhySense# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.196 | — | — | — | |
| LASER (ϕ)# Obs.=64, Sensing Strategy=Fixed2026.04 | 0.229 | — | — | — | |
| LASER (ϕ)# Obs.=256, Sensing Strategy=Fixed2026.04 | 0.258 | — | — | — | |
| LASER# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.302 | — | — | — | |
| LASERPPO# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.304 | — | — | — | |
| LASER# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.321 | — | — | — | |
| LASERPPO# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.353 | — | — | — | |
| PhySense# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.37 | — | — | — | |
| PhySense# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.376 | — | — | — | |
| LASERPPO# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.396 | — | — | — | |
| LASER# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.434 | — | — | — | |
| PhySense# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.466 | — | — | — | |
| LASER (ϕ)# Obs.=256, Sensing Strategy=Fixed2026.04 | 0.478 | — | — | — | |
| LASER# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.483 | — | — | — | |
| LASER# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.493 | — | — | — | |
| LASERPPO# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.51 | — | — | — | |
| LASER (ϕ)# Obs.=64, Sensing Strategy=Fixed2026.04 | 0.524 | — | — | — | |
| LASERPPO# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.561 | — | — | — | |
| LASER (ϕ)# Obs.=128, Sensing Strategy=Fixed2026.04 | 0.562 | — | — | — | |
| LASERPPO# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.599 | — | — | — | |
| PhySense# Obs.=256, Sensing Strategy=Optimized2026.04 | 0.611 | — | — | — | |
| PhySense# Obs.=128, Sensing Strategy=Optimized2026.04 | 0.622 | — | — | — | |
| LASER# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.726 | — | — | — | |
| PhySense# Obs.=64, Sensing Strategy=Optimized2026.04 | 0.736 | — | — | — | |
| LASER (ϕ)# Obs.=256, Sensing Strategy=Fixed2026.04 | 0.764 | — | — | — | |
| LASER (ϕ)# Obs.=128, Sensing Strategy=Fixed2026.04 | 0.818 | — | — | — | |
| LASER (ϕ)# Obs.=64, Sensing Strategy=Fixed2026.04 | 0.821 | — | — | — | |
| LASER (ϕ)# Obs.=128, Sensing Strategy=Fixed2026.04 | 1.07 | — | — | — | |
| DiffusionPDE# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.339 | — | — | — | |
| DiffusionPDE# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.344 | — | — | — | |
| DiffusionPDE# Obs.=256, Sensing Strategy=Fixed2026.04 | 1.349 | — | — | — | |
| AROMA# Obs.=256, Sensing Strategy=Fixed2026.04 | 2.18 | — | — | — | |
| AROMA# Obs.=256, Sensing Strategy=Fixed2026.04 | 2.72 | — | — | — | |
| AROMA# Obs.=256, Sensing Strategy=Fixed2026.04 | 3.26 | — | — | — | |
| DiffusionPDE# Obs.=128, Sensing Strategy=Fixed2026.04 | 5.567 | — | — | — | |
| AROMA# Obs.=128, Sensing Strategy=Fixed2026.04 | 5.661 | — | — | — | |
| AROMA# Obs.=128, Sensing Strategy=Fixed2026.04 | 5.816 | — | — | — | |
| DiffusionPDE# Obs.=64, Sensing Strategy=Fixed2026.04 | 5.924 | — | — | — | |
| AROMA# Obs.=128, Sensing Strategy=Fixed2026.04 | 5.971 | — | — | — | |
| DiffusionPDE# Obs.=64, Sensing Strategy=Fixed2026.04 | 6.543 | — | — | — | |
| DiffusionPDE# Obs.=128, Sensing Strategy=Fixed2026.04 | 6.609 | — | — | — | |
| DiffusionPDE# Obs.=64, Sensing Strategy=Fixed2026.04 | 7.162 | — | — | — | |
| DiffusionPDE# Obs.=128, Sensing Strategy=Fixed2026.04 | 7.651 | — | — | — | |
| AROMA# Obs.=64, Sensing Strategy=Fixed2026.04 | 18.65 | — | — | — | |
| AROMA# Obs.=64, Sensing Strategy=Fixed2026.04 | 20.27 | — | — | — | |
| AROMA# Obs.=64, Sensing Strategy=Fixed2026.04 | 21.9 | — | — | — | |
| AROMA (2024)# Obs.=2562026.04 | — | 1.91 | 6.35 | 4.13 | |
| AROMA (2024)# Obs.=1282026.04 | — | 2.79 | 8.6 | 5.7 | |
| AROMA (2024)# Obs.=642026.04 | — | 6.83 | 15.19 | 11.01 | |
| LASER (phi)# Obs.=2562026.04 | — | 0.06 | 0.9 | 0.5 | |
| LASER (phi)# Obs.=1282026.04 | — | 0.24 | 2.9 | 1.57 | |
| LASER (phi)# Obs.=642026.04 | — | 2.09 | 5.89 | 3.99 |