Steady Electrothermal Multiphysics Simulation on Steady Electrothermal Multiphysics Pressure-gauge
1.04MSEPure-MLP
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Pure-MLPField=u2026.03 | 1.04 | 1.02 | 8.364 | 2.981 | |
| Pure-MLPField=v2026.03 | 1.046 | 1.023 | 8.039 | 3.742 | |
| Pure-MLPField=phi2026.03 | 1.153 | 3.396 | 2.163 | 1.212 | |
| Pure-MLPField=p2026.03 | 1.182 | 1.087 | 8.86 | 1.224 | |
| pLSTM-PINNField=p2026.03 | 1.464 | 1.21 | 1.032 | 7.171 | |
| Pure-MLPField=Avg.2026.03 | 1.642 | 1.133 | 9.014 | 4.868 | |
| LSTM-PINNField=u2026.03 | 1.778 | 1.333 | 1.023 | 3.899 | |
| pLSTM-PINNField=phi2026.03 | 1.811 | 1.346 | 1.044 | 4.918 | |
| RA-PINNField=phi2026.03 | 2.052 | 4.53 | 3.308 | 1.616 | |
| RA-PINNField=Avg.2026.03 | 2.053 | 1.235 | 1.026 | 7.66 | |
| LSTM-PINNField=v2026.03 | 2.131 | 1.46 | 1.111 | 5.342 | |
| RA-PINNField=T2026.03 | 2.333 | 1.527 | 1.121 | 2.894 | |
| LSTM-PINNField=phi2026.03 | 2.615 | 1.617 | 1.091 | 5.769 | |
| LSTM-PINNField=Avg.2026.03 | 3.956 | 1.902 | 1.493 | 1.038 | |
| pLSTM-PINNField=u2026.03 | 4.019 | 6.339 | 5.053 | 1.821 | |
| pLSTM-PINNField=T2026.03 | 4.381 | 6.619 | 5.159 | 1.203 | |
| LSTM-PINNField=T2026.03 | 4.804 | 2.192 | 1.681 | 4.152 | |
| Pure-MLPField=T2026.03 | 4.825 | 2.197 | 1.765 | 4.162 | |
| RA-PINNField=p2026.03 | 6.309 | 2.512 | 2.355 | 2.829 | |
| RA-PINNField=v2026.03 | 6.34 | 7.963 | 6.284 | 2.914 | |
| pLSTM-PINNField=v2026.03 | 6.604 | 8.126 | 6.473 | 2.925 | |
| RA-PINNField=u2026.03 | 7.835 | 8.852 | 6.938 | 2.588 | |
| LSTM-PINNField=p2026.03 | 8.451 | 2.907 | 2.557 | 3.274 | |
| pLSTM-PINNField=Avg.2026.03 | 9.551 | 9.329 | 7.488 | 3.608 |