Data Assimilation on ERA5 0.703125° resolution
0.0085MSEFourier Neural Processes
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Fourier Neural ProcessesResolution=0.703125°, Fine-tuning=true2024.06 | 0.0085 | 0.0419 | 20.71 | 0.5805 | 0.531 | 0.4457 | 0.4406 | 0.9032 | 0.918 | 4.5296 | |
| AdasResolution=0.703125°, Fine-tuning=true2024.06 | 0.0144 | 0.0614 | 26.423 | 0.5981 | 0.6696 | 0.6631 | 0.6552 | 1.2935 | 1.1975 | 5.3798 | |
| Fourier Neural ProcessesResolution=0.703125°, Fine-tuning=false2024.06 | 0.015 | 0.0618 | 52.075 | 0.6021 | 0.7385 | 0.7052 | 0.6833 | 1.3723 | 1.3036 | 5.4333 | |
| ConvCNPResolution=0.703125°, Fine-tuning=true2024.06 | 0.0202 | 0.0712 | 25.452 | 0.5923 | 0.7861 | 0.5812 | 0.6339 | 1.3795 | 1.4331 | 5.7562 | |
| ConvCNPResolution=0.703125°, Fine-tuning=false2024.06 | 0.0378 | 0.1134 | 142.38 | 0.9106 | 0.8471 | 1.2264 | 1.1115 | 2.9765 | 2.6264 | 5.79 |