Modeling 1D Advection-Diffusion Equation on 1D Advection-Diffusion Equation S-I (test)
0.0108MSENMIPS
Evaluation Results
| Method | Links | |
|---|---|---|
| NMIPSalpha=0.4, beta=0.002, trained_on_scenario=02026.02 | 0.0108 | |
| NMIPSalpha=0.4, beta=0.002, trained_on_scenario=22026.02 | 0.0108 | |
| NMIPSalpha=0.4, beta=0.002, trained_on_scenario=32026.02 | 0.0108 | |
| SP-GPSRalpha=0.4, beta=0.0022026.02 | 0.0115 | |
| Geo-FNOalpha=0.4, beta=0.0022026.02 | 0.0189 | |
| DSRalpha=0.4, beta=0.0022026.02 | 0.0191 | |
| PhySOalpha=0.4, beta=0.0022026.02 | 0.0262 | |
| NMIPSalpha=1, beta=0.004, trained_on_scenario=22026.02 | 0.0511 | |
| NMIPSalpha=1, beta=0.004, trained_on_scenario=02026.02 | 0.0513 | |
| NMIPSalpha=1, beta=0.004, trained_on_scenario=12026.02 | 0.0513 | |
| Geo-FNOalpha=1, beta=0.0042026.02 | 0.0658 | |
| SP-GPSRalpha=1, beta=0.0042026.02 | 0.0718 | |
| PhySOalpha=1, beta=0.0042026.02 | 0.0801 | |
| DSRalpha=1, beta=0.0042026.02 | 0.0911 | |
| NMIPSaggregate=Average2026.02 | 0.119 | |
| SP-GPSRaggregate=Average2026.02 | 0.125 | |
| DSRaggregate=Average2026.02 | 0.126 | |
| PhySOaggregate=Average2026.02 | 0.132 | |
| Geo-FNOaggregate=Average2026.02 | 0.139 | |
| NMIPSalpha=0.7, beta=0.001, trained_on_scenario=02026.02 | 0.147 | |
| SP-GPSRalpha=0.7, beta=0.0012026.02 | 0.147 | |
| NMIPSalpha=0.7, beta=0.001, trained_on_scenario=12026.02 | 0.148 | |
| NMIPSalpha=0.7, beta=0.001, trained_on_scenario=32026.02 | 0.149 | |
| Geo-FNOalpha=0.7, beta=0.0012026.02 | 0.156 | |
| DSRalpha=0.7, beta=0.0012026.02 | 0.163 | |
| PhySOalpha=0.7, beta=0.0012026.02 | 0.171 | |
| DSRalpha=0.1, beta=0.0012026.02 | 0.23 | |
| PhySOalpha=0.1, beta=0.0012026.02 | 0.252 | |
| NMIPSalpha=0.1, beta=0.001, trained_on_scenario=32026.02 | 0.26 | |
| NMIPSalpha=0.1, beta=0.001, trained_on_scenario=12026.02 | 0.261 | |
| SP-GPSRalpha=0.1, beta=0.0012026.02 | 0.27 | |
| NMIPSalpha=0.1, beta=0.001, trained_on_scenario=22026.02 | 0.278 | |
| GNOTalpha=0.4, beta=0.0022026.02 | 0.311 | |
| Geo-FNOalpha=0.1, beta=0.0012026.02 | 0.315 | |
| GNOTalpha=0.7, beta=0.0012026.02 | 0.335 | |
| GNOTalpha=1, beta=0.0042026.02 | 0.352 | |
| GNOTaggregate=Average2026.02 | 0.385 | |
| GNOTalpha=0.1, beta=0.0012026.02 | 0.544 |