Time Series Forecasting on GFS Wind Speed
3.865MSEUniRepLKNet-S
Evaluation results
| Method | Links | ||
|---|---|---|---|
| UniRepLKNet-SType=ConvNet, Params=132M2023.11 | 3.865 | 1.301 | |
| CorrformerType=Transformer, Params=155M2023.11 | 3.889 | 1.304 | |
| StemGNNType=GNN, Params=180M2023.11 | 4.066 | 1.389 | |
| GDBTType=Statistics-based2023.11 | 4.101 | 1.417 | |
| N-BEATSType=Numerical Simulation2023.11 | 4.124 | 1.39 | |
| PyraformerType=Transformer, Params=158M2023.11 | 4.614 | 1.514 | |
| ERA5 (reanalysis)Type=Numerical Simulation2023.11 | 4.999 | 1.587 | |
| DeepARType=Numerical Simulation2023.11 | 5.248 | 1.602 | |
| Holt-WintersType=Statistics-based2023.11 | 5.912 | 1.664 | |
| ProphetType=Statistics-based2023.11 | 9.691 | 2.382 | |
| GFS (reanalysis)Type=Numerical Simulation2023.11 | 9.993 | 2.34 |