Global Station Weather Forecasting on WEATHER-5K
1.94Temperature MAEECMWF-HRES
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| ECMWF-HRESType=NWP (Operational), Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 1.94 | 8.56 | 2.06 | 9.96 | 1.56 | 5 | 1.29 | 5.17 | |
| PhysicsFormerType=Physics-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.34 | 11.86 | 2.51 | 14.01 | 1.44 | 4.55 | 3.53 | 32.41 | |
| PyraformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.49 | 13.49 | 2.68 | 15.82 | 1.51 | 4.87 | 3.72 | 34.32 | |
| iTransformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.64 | 15.24 | 2.87 | 18.34 | 1.52 | 4.96 | 4.11 | 42.12 | |
| TimeMixerType=MLP-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.69 | 15.38 | 2.84 | 17.82 | 1.52 | 4.99 | 4.06 | 39.69 | |
| CorrformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.72 | 15.17 | 2.95 | 18.22 | 1.55 | 5 | 4.22 | 43.43 | |
| InformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.75 | 15.2 | 2.87 | 17.98 | 1.52 | 4.88 | 4.17 | 40.63 | |
| WPMixerType=MLP-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.79 | 16.5 | 2.94 | 18.85 | 1.56 | 5.2 | 4.2 | 41.43 | |
| AutoformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.82 | 16.44 | 2.98 | 18.41 | 1.55 | 5.2 | 4.17 | 41.46 | |
| PatchTSTType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.84 | 17.18 | 3.07 | 20.47 | 1.59 | 5.35 | 4.27 | 44.4 | |
| FEDformerType=Transformer-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.85 | 16.84 | 2.98 | 19.07 | 1.57 | 5.2 | 4.03 | 37.82 | |
| TimerType=LTMs, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 2.97 | 18.63 | 3.12 | 21.01 | 1.61 | 5.55 | 4.73 | 51.76 | |
| ChronosType=LTMs, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 3.03 | 20.76 | 3.28 | 24.57 | 1.72 | 6.64 | 4.62 | 53.58 | |
| SparseTSFType=MLP-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 3.24 | 20.53 | 3.15 | 21.43 | 1.66 | 5.8 | 4.98 | 54.7 | |
| DLinearType=MLP-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 3.57 | 23.71 | 3.49 | 23.38 | 1.61 | 5.32 | 4.6 | 46.28 | |
| STIDType=MLP-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 4.71 | 41.4 | 4.22 | 35.06 | 1.69 | 6.29 | 5.77 | 64.64 | |
| MTGNNType=GNN-based, Input length=48, Prediction lengths=Average of 24, 72, 120, 1682024.06 | 10.33 | 171.74 | 9.54 | 149.24 | 2.1 | 8.28 | 7 | 88.51 |