Model Reduction on Burgers’ Scale initial conditions 4.7 (test)
0.0059Test Error (30s)Latent-DON
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Latent-DON2025.12 | 0.0059 | 0.0065 | 0.0069 | 0.0072 | 0.0078 | 0.0083 | 0.0092 | 0.0091 | 0.0092 | 0.0153 | |
| FF-WeldNetModel suffix=42025.12 | 0.0063 | 0.0071 | 0.0059 | 0.0071 | 0.0175 | 0.0073 | 0.0081 | 0.0082 | 0.0084 | 0.0137 | |
| Grid-LDNet2025.12 | 0.0063 | 0.007 | 0.0072 | 0.0071 | 0.0078 | 0.0083 | 0.0097 | 0.0097 | 0.0095 | 0.0136 | |
| FF-WeldNetModel suffix=22025.12 | 0.0068 | 0.0045 | 0.005 | 0.0053 | 0.0058 | 0.0122 | 0.0088 | 0.0089 | 0.01 | 0.0101 | |
| Conv-WeldNetModel suffix=22025.12 | 0.009 | 0.0056 | 0.0055 | 0.0064 | 0.0066 | 0.0121 | 0.0082 | 0.0084 | 0.009 | 0.0094 | |
| FF-WeldNetModel suffix=12025.12 | 0.0091 | 0.0095 | 0.0111 | 0.0133 | 0.0145 | 0.0178 | 0.022 | 0.0239 | 0.0241 | 0.0343 | |
| Conv-WeldNetModel suffix=12025.12 | 0.0099 | 0.007 | 0.0064 | 0.0065 | 0.0074 | 0.0072 | 0.0076 | 0.0076 | 0.008 | 0.0091 | |
| Conv-WeldNetModel suffix=42025.12 | 0.0159 | 0.0119 | 0.0101 | 0.0067 | 0.0069 | 0.0089 | 0.0063 | 0.0074 | 0.0057 | 0.006 | |
| HDP2025.12 | 0.0209 | 0.0313 | 0.0403 | 0.0553 | 0.0825 | 0.0967 | 0.1116 | 0.1313 | 0.1323 | 0.1433 | |
| TimeInput2025.12 | 0.0258 | 0.0135 | 0.0116 | 0.0126 | 0.0123 | 0.0126 | 0.0145 | 0.0159 | 0.0178 | 0.0176 | |
| LDNet2025.12 | 0.044 | 0.0373 | 0.037 | 0.0375 | 0.0381 | 0.0374 | 0.0369 | 0.036 | 0.0388 | 0.0512 | |
| PCA-WeldNetModel suffix=42025.12 | 0.0445 | 0.0254 | 0.0292 | 0.0524 | 0.044 | 0.1145 | 0.0885 | 0.1223 | 0.1213 | 0.1133 | |
| PCA-WeldNetModel suffix=22025.12 | 0.1077 | 0.042 | 0.0656 | 0.0578 | 0.0909 | 0.1675 | 0.1408 | 0.1204 | 0.122 | 0.1551 | |
| PCA-WeldNetModel suffix=12025.12 | 0.1875 | 0.1177 | 0.1078 | 0.1176 | 0.1307 | 0.1561 | 0.1798 | 0.199 | 0.2174 | 0.2404 | |
| WLaSDI2025.12 | 1.045 | 1.042 | 1.055 | 1.072 | 1.097 | 1.137 | 1.192 | 1.263 | 1.359 | 1.486 |