Time Series Forecasting on Solar-Energy (Efficiency)
0.02ParamsDLinear
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| DLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=1, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 0.02 | 0.003 | 1.44 | 0.03 | 0.2 | 0.01 | |
| TimeMix.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 0.12 | 0.74 | 35.9 | 1.83 | 8.54 | 0.36 | |
| FreTSInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 0.42 | 0.06 | 3.6 | 0.15 | 0.48 | 0.11 | |
| CARDInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 1.39 | 2.05 | 36.28 | 2.22 | 10.44 | 0.28 | |
| TimeMix.++Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 2.37 | 46.81 | 515.44 | 5.11 | 189.2 | 1.94 | |
| PatchTSTInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 3.76 | 5.33 | 28.89 | 1.34 | 8.49 | 0.42 | |
| vLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 4.56 | 0.66 | 10.06 | 0.29 | 1.59 | 0.19 | |
| OLinearInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 4.58 | 0.68 | 9.12 | 0.3 | 1.2 | 0.21 | |
| Fredf.m.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 4.61 | 1.2 | 31.77 | 0.61 | 5.16 | 0.16 | |
| iTrans.Input length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 4.83 | 0.72 | 9.97 | 0.37 | 1.96 | 0.18 | |
| LeddamInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 8.56 | 2.22 | 48.64 | 0.68 | 7.65 | 0.23 | |
| TimesNetInput length=96, Prediction length=96, Batch size=16, Number of layers=2, FLOPs Unit=G, T.T. Unit=ms/iter, I.M. Unit=GB2026.01 | 300.21 | 290.64 | 506.58 | 5.81 | 156.66 | 1.4 |