Temperature Forecasting on set 2023 (test)
0.7709Error (1h)Multi-modal Transformer
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Multi-modal TransformerExternalDataset=HRRR-A2024.10 | 0.7709 | 0.9916 | 1.2261 | 1.3163 | 1.3852 | 1.3612 | 1.3775 | 1.441 | 1.4685 | 1.2598 | |
| Multi-modal TransformerExternalDataset=ERA52024.10 | 0.785 | 1.1293 | 1.4047 | 1.5725 | 1.5897 | 1.5775 | 1.6328 | 1.6226 | 1.6761 | 1.4434 | |
| Multi-modal TransformerExternalDataset=HRRR-F2024.10 | 0.789 | 1.1146 | 1.4106 | 1.6805 | 1.77 | 1.8012 | 2.4541 | 3.3228 | 4.1414 | 2.0538 | |
| Multi-modal TransformerExternalDataset=-2024.10 | 0.8453 | 1.3104 | 1.9738 | 2.6415 | 2.9751 | 3.3225 | 3.6866 | 4.3659 | 4.5679 | 2.8543 | |
| MLPExternalDataset=-2024.10 | 0.8586 | 1.3821 | 2.1692 | 3.0583 | 3.4384 | 3.7497 | 3.9832 | 4.683 | 4.835 | 3.1286 | |
| PersistenceExternalDataset=-2024.10 | 1.1285 | 2.0531 | 3.596 | 5.6626 | 6.4681 | 5.6292 | 4.3057 | 7.3789 | 5.3896 | 4.6235 | |
| MLPExternalDataset=HRRR-A2024.10 | 1.5194 | 1.9444 | 2.054 | 2.4136 | 2.6902 | 2.0723 | 2.1444 | 2.0465 | 2.3971 | 2.1424 | |
| MLPExternalDataset=HRRR-F2024.10 | 1.5682 | 2.2566 | 2.1774 | 2.8183 | 2.7663 | 2.9323 | 3.0804 | 3.5388 | 4.2048 | 2.8159 | |
| GNNExternalDataset=-2024.10 | 1.6763 | 2.0039 | 2.4243 | 2.8027 | 3.3179 | 3.3818 | 3.9041 | 4.4925 | 5.0684 | 3.2302 | |
| InterpolationExternalDataset=HRRR-A2024.10 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | 1.6824 | |
| MLPExternalDataset=ERA52024.10 | 1.6848 | 1.7721 | 2.1847 | 2.6728 | 2.6778 | 2.5402 | 2.5701 | 2.519 | 2.2849 | 2.3229 | |
| GNNExternalDataset=HRRR-A2024.10 | 1.7077 | 1.9705 | 2.0594 | 2.4264 | 2.7071 | 2.6259 | 3.0305 | 2.8871 | 2.429 | 2.4271 | |
| GNNExternalDataset=ERA52024.10 | 1.7567 | 2.091 | 2.2112 | 2.7139 | 2.8009 | 2.3816 | 2.5855 | 2.8181 | 2.2044 | 2.3959 | |
| InterpolationExternalDataset=HRRR-F2024.10 | 1.7706 | 1.8379 | 1.9356 | 2.0467 | 2.1033 | 2.1501 | — | — | — | 1.974 | |
| GNNExternalDataset=HRRR-F2024.10 | 1.7773 | 1.8839 | 2.8742 | 2.5763 | 2.8597 | 2.7491 | 3.0851 | 3.6259 | 4.1813 | 2.8459 | |
| InterpolationExternalDataset=ERA52024.10 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 | 2.0285 |