Data Assimilation on ERA5 0.25° resolution
0.0058MSEFourier Neural Processes
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Fourier Neural ProcessesResolution=0.25°, Fine-tuning=true2024.06 | 0.0058 | 0.0339 | 19.996 | 0.4549 | 0.4999 | 0.3839 | 0.3753 | 0.6308 | 0.532 | 2.9614 | |
| Fourier Neural ProcessesResolution=0.25°, Fine-tuning=false2024.06 | 0.0196 | 0.0729 | 84.516 | 0.6992 | 0.6912 | 0.9264 | 0.8687 | 1.8315 | 1.6723 | 6.1761 | |
| AdasResolution=0.25°, Fine-tuning=true2024.06 | 0.0231 | 0.0766 | 34.694 | 0.6979 | 0.7728 | 0.8455 | 0.8537 | 1.5864 | 1.5265 | 6.5019 | |
| ConvCNPResolution=0.25°, Fine-tuning=true2024.06 | 0.028 | 0.0831 | 26.437 | 0.6326 | 0.7429 | 0.9283 | 0.964 | 1.7265 | 1.7533 | 6.3612 | |
| ConvCNPResolution=0.25°, Fine-tuning=false2024.06 | 0.0651 | 0.1514 | 234.5 | 1.3208 | 0.8705 | 1.7134 | 1.5122 | 4.1316 | 3.6655 | 6.6619 |