Multivariate Time Series Forecasting on Solar
0.032MAETCLN
Evaluation results
| Method | Links | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| TCLNHorizon=32026.01 | 0.032 | 0.0711 | — | — | — | — | — | — | — | 0.2859 | 0.9596 | |
| LSTMHorizon=32026.01 | 0.0325 | 0.0749 | — | — | — | — | — | — | — | 0.3013 | 0.9549 | |
| DA-SPSHorizon=32026.01 | 0.0332 | 0.0681 | — | — | — | — | — | — | — | 0.275 | 0.962 | |
| DA-RNNHorizon=32026.01 | 0.0337 | 0.0729 | — | — | — | — | — | — | — | 0.2934 | 0.9586 | |
| LSTNetHorizon=32026.01 | 0.0342 | 0.0727 | — | — | — | — | — | — | — | 0.2927 | 0.9579 | |
| DA-Conv-LSTMHorizon=32026.01 | 0.0344 | 0.0718 | — | — | — | — | — | — | — | 0.2891 | 0.9614 | |
| CNNHorizon=32026.01 | 0.0356 | 0.0791 | — | — | — | — | — | — | — | 0.3184 | 0.9503 | |
| TS-Conv-LSTMHorizon=32026.01 | 0.0363 | 0.0784 | — | — | — | — | — | — | — | 0.3153 | 0.9545 | |
| LSTMHorizon=62026.01 | 0.0433 | 0.097 | — | — | — | — | — | — | — | 0.3903 | 0.9269 | |
| DA-SPSHorizon=62026.01 | 0.0447 | 0.0916 | — | — | — | — | — | — | — | 0.3696 | 0.9336 | |
| DA-RNNHorizon=62026.01 | 0.0471 | 0.0944 | — | — | — | — | — | — | — | 0.3798 | 0.9275 | |
| CNNHorizon=62026.01 | 0.0475 | 0.0932 | — | — | — | — | — | — | — | 0.3749 | 0.9295 | |
| LSTNetHorizon=62026.01 | 0.0479 | 0.1014 | — | — | — | — | — | — | — | 0.4081 | 0.917 | |
| DA-SPSHorizon=122026.01 | 0.0495 | 0.103 | — | — | — | — | — | — | — | 0.4157 | 0.9146 | |
| DA-RNNHorizon=122026.01 | 0.0496 | 0.1043 | — | — | — | — | — | — | — | 0.4196 | 0.9085 | |
| TS-Conv-LSTMHorizon=122026.01 | 0.0501 | 0.1104 | — | — | — | — | — | — | — | 0.4442 | 0.9082 | |
| DA-Conv-LSTMHorizon=122026.01 | 0.0519 | 0.1044 | — | — | — | — | — | — | — | 0.4199 | 0.9081 | |
| TS-Conv-LSTMHorizon=62026.01 | 0.0532 | 0.0978 | — | — | — | — | — | — | — | 0.3934 | 0.9318 | |
| DA-Conv-LSTMHorizon=62026.01 | 0.0571 | 0.1109 | — | — | — | — | — | — | — | 0.4462 | 0.9241 | |
| TCLNHorizon=122026.01 | 0.0574 | 0.1156 | — | — | — | — | — | — | — | 0.4653 | 0.9017 | |
| TCLNHorizon=62026.01 | 0.0575 | 0.0974 | — | — | — | — | — | — | — | 0.3918 | 0.933 | |
| CNNHorizon=242026.01 | 0.0587 | 0.1243 | — | — | — | — | — | — | — | 0.5 | 0.8786 | |
| LSTMHorizon=122026.01 | 0.0588 | 0.1211 | — | — | — | — | — | — | — | 0.4886 | 0.9044 | |
| LSTNetHorizon=122026.01 | 0.0591 | 0.1135 | — | — | — | — | — | — | — | 0.4565 | 0.9073 | |
| CNNHorizon=122026.01 | 0.0595 | 0.1158 | — | — | — | — | — | — | — | 0.4657 | 0.8876 | |
| DA-SPSHorizon=242026.01 | 0.0595 | 0.1226 | — | — | — | — | — | — | — | 0.4947 | 0.8838 | |
| DA-RNNHorizon=242026.01 | 0.0611 | 0.1324 | — | — | — | — | — | — | — | 0.5327 | 0.8664 | |
| TS-Conv-LSTMHorizon=242026.01 | 0.0647 | 0.1331 | — | — | — | — | — | — | — | 0.5357 | 0.8653 | |
| TCLNHorizon=242026.01 | 0.0654 | 0.1339 | — | — | — | — | — | — | — | 0.5388 | 0.8672 | |
| LSTNetHorizon=242026.01 | 0.0668 | 0.1405 | — | — | — | — | — | — | — | 0.5655 | 0.8671 | |
| LSTMHorizon=242026.01 | 0.068 | 0.1415 | — | — | — | — | — | — | — | 0.5692 | 0.8636 | |
| DA-Conv-LSTMHorizon=242026.01 | 0.0699 | 0.1345 | — | — | — | — | — | — | — | 0.541 | 0.8571 | |
| FourierGNNInput length=12, Prediction length=122023.11 | 0.12 | 0.162 | 116.48 | — | — | — | — | — | — | — | — | |
| AGCRNInput length=12, Prediction length=122023.11 | 0.123 | 0.214 | 353.03 | — | — | — | — | — | — | — | — | |
| FEDformerInput length=12, Prediction length=122023.11 | 0.139 | 0.182 | 100.92 | — | — | — | — | — | — | — | — | |
| LSTNetInput length=12, Prediction length=122023.11 | 0.148 | 0.2 | 132.95 | — | — | — | — | — | — | — | — | |
| AutoformerInput length=12, Prediction length=122023.11 | 0.15 | 0.193 | 103.79 | — | — | — | — | — | — | — | — | |
| InformerInput length=12, Prediction length=122023.11 | 0.151 | 0.199 | 128.45 | — | — | — | — | — | — | — | — | |
| MTGNNInput length=12, Prediction length=122023.11 | 0.151 | 0.207 | 507.91 | — | — | — | — | — | — | — | — | |
| SFMInput length=12, Prediction length=122023.11 | 0.161 | 0.283 | 362.89 | — | — | — | — | — | — | — | — | |
| TCNInput length=12, Prediction length=122023.11 | 0.176 | 0.222 | 142.23 | — | — | — | — | — | — | — | — | |
| StemGNNInput length=12, Prediction length=122023.11 | 0.176 | 0.222 | 128.39 | — | — | — | — | — | — | — | — | |
| DeepGLOInput length=12, Prediction length=122023.11 | 0.178 | 0.4 | 346.78 | — | — | — | — | — | — | — | — | |
| GraphWaveNetInput length=12, Prediction length=122023.11 | 0.183 | 0.238 | 603 | — | — | — | — | — | — | — | — | |
| VARInput length=12, Prediction length=122023.11 | 0.184 | 0.234 | 577.1 | — | — | — | — | — | — | — | — | |
| PAMNetLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.228 | — | — | 0.204 | — | — | — | — | — | — | — | |
| ReformerInput length=12, Prediction length=122023.11 | 0.234 | 0.292 | 128.58 | — | — | — | — | — | — | — | — | |
| iTransformerHorizon=96, Lookback window=962026.06 | 0.237 | — | — | 0.203 | — | — | — | — | — | — | — | |
| PULSElook-back window=962026.05 | 0.243 | — | — | 0.194 | — | — | — | — | — | — | — | |
| PatchTSTHorizon=Avg, Look-back window=7202026.06 | 0.246 | — | — | 0.189 | — | — | — | — | — | — | — | |
| TARFVAEPrediction Length=Avg2025.11 | 0.248 | — | — | 0.231 | — | — | — | — | — | — | — | |
| Minusformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.25 | — | 1.957 | 0.227 | 0.071 | 0.422 | 0.354 | 0.245 | 0.277 | — | — | |
| TQNetLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.256 | — | — | 0.198 | — | — | — | — | — | — | — | |
| SARAFHorizon=Avg, Look-back window=7202026.06 | 0.258 | — | — | 0.206 | — | — | — | — | — | — | — | |
| CycleNetLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.261 | — | — | 0.21 | — | — | — | — | — | — | — | |
| CycleNetlook-back window=962026.05 | 0.261 | — | — | 0.21 | — | — | — | — | — | — | — | |
| iTransformerHorizon=192, Lookback window=962026.06 | 0.261 | — | — | 0.233 | — | — | — | — | — | — | — | |
| iTransformer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.262 | — | 2.002 | 0.233 | 0.088 | 0.622 | 0.493 | 0.361 | 0.374 | — | — | |
| iTransformerLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.262 | — | — | 0.233 | — | — | — | — | — | — | — | |
| iTransformerlook-back window=962026.05 | 0.262 | — | — | 0.233 | — | — | — | — | — | — | — | |
| CFPTlook-back window=962026.05 | 0.267 | — | — | 0.233 | — | — | — | — | — | — | — | |
| AmplifierLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.27 | — | — | 0.241 | — | — | — | — | — | — | — | |
| iTransformerHorizon=336, Lookback window=962026.06 | 0.273 | — | — | 0.248 | — | — | — | — | — | — | — | |
| iTransformerHorizon=720, Lookback window=962026.06 | 0.275 | — | — | 0.249 | — | — | — | — | — | — | — | |
| FilterTSLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.277 | — | — | 0.215 | — | — | — | — | — | — | — | |
| Informer-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.28 | — | 2.494 | 0.235 | 0.097 | 0.447 | 0.349 | 0.289 | 0.276 | — | — | |
| TimeMixerLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.28 | — | — | 0.216 | — | — | — | — | — | — | — | |
| PatchTSTHorizon=96, Lookback window=962026.06 | 0.286 | — | — | 0.234 | — | — | — | — | — | — | — | |
| MSGNetlook-back window=962026.05 | 0.292 | — | — | 0.263 | — | — | — | — | — | — | — | |
| TimesNetHorizon=96, Lookback window=962026.06 | 0.292 | — | — | 0.25 | — | — | — | — | — | — | — | |
| TimeXerlook-back window=962026.05 | 0.302 | — | — | 0.237 | — | — | — | — | — | — | — | |
| PatchTSTLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.307 | — | — | 0.27 | — | — | — | — | — | — | — | |
| PatchTSTlook-back window=962026.05 | 0.307 | — | — | 0.27 | — | — | — | — | — | — | — | |
| PatchTSTHorizon=192, Lookback window=962026.06 | 0.31 | — | — | 0.267 | — | — | — | — | — | — | — | |
| FRESCO (mix)Horizon=96, Lookback window=962026.06 | 0.315 | — | — | 0.215 | — | — | — | — | — | — | — | |
| PatchTSTHorizon=336, Lookback window=962026.06 | 0.315 | — | — | 0.29 | — | — | — | — | — | — | — | |
| PatchTSTHorizon=720, Lookback window=962026.06 | 0.317 | — | — | 0.289 | — | — | — | — | — | — | — | |
| TimesNetHorizon=192, Lookback window=962026.06 | 0.318 | — | — | 0.296 | — | — | — | — | — | — | — | |
| TimesNetLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.319 | — | — | 0.301 | — | — | — | — | — | — | — | |
| TimesNetlook-back window=962026.05 | 0.319 | — | — | 0.301 | — | — | — | — | — | — | — | |
| FRESCO (mix)Horizon=192, Lookback window=962026.06 | 0.33 | — | — | 0.241 | — | — | — | — | — | — | — | |
| TimesNetHorizon=336, Lookback window=962026.06 | 0.33 | — | — | 0.319 | — | — | — | — | — | — | — | |
| FRESCO (plain)Horizon=96, Lookback window=962026.06 | 0.333 | — | — | 0.23 | — | — | — | — | — | — | — | |
| TimesNetHorizon=720, Lookback window=962026.06 | 0.337 | — | — | 0.338 | — | — | — | — | — | — | — | |
| FEDformerHorizon=96, Lookback window=962026.06 | 0.342 | — | — | 0.242 | — | — | — | — | — | — | — | |
| FRESCO (plain)Horizon=192, Lookback window=962026.06 | 0.348 | — | — | 0.248 | — | — | — | — | — | — | — | |
| FRESCO (mix)Horizon=720, Lookback window=962026.06 | 0.351 | — | — | 0.283 | — | — | — | — | — | — | — | |
| FRESCO (plain)Horizon=336, Lookback window=962026.06 | 0.364 | — | — | 0.274 | — | — | — | — | — | — | — | |
| FEDformerHorizon=336, Lookback window=962026.06 | 0.376 | — | — | 0.282 | — | — | — | — | — | — | — | |
| FRESCO (mix)Horizon=336, Lookback window=962026.06 | 0.379 | — | — | 0.3 | — | — | — | — | — | — | — | |
| FEDformerHorizon=192, Lookback window=962026.06 | 0.38 | — | — | 0.285 | — | — | — | — | — | — | — | |
| FRESCO (plain)Horizon=720, Lookback window=962026.06 | 0.381 | — | — | 0.295 | — | — | — | — | — | — | — | |
| DLinear-96Input length=96, Prediction Horizon=Average (Y1-Y4)2024.02 | 0.401 | — | 2.449 | 0.33 | 0.378 | 0.711 | 0.493 | 0.478 | 0.325 | — | — | |
| DLinearLookback length=96, Prediction horizons=H={96, 192, 336, 720}2026.05 | 0.401 | — | — | 0.33 | — | — | — | — | — | — | — | |
| DLinearlook-back window=962026.05 | 0.401 | — | — | 0.33 | — | — | — | — | — | — | — | |
| FEDformerHorizon=720, Lookback window=962026.06 | 0.427 | — | — | 0.357 | — | — | — | — | — | — | — | |
| UniTS + CMSetting=Zero-shot2024.10 | 0.585 | — | — | 0.586 | — | — | — | — | — | — | — | |
| UniTSSetting=Zero-shot2024.10 | 0.607 | — | — | 0.597 | — | — | — | — | — | — | — | |
| Crossformerlook-back window=962026.05 | 0.639 | — | — | 0.641 | — | — | — | — | — | — | — | |
| AutoformerHorizon=192, Lookback window=962026.06 | 0.692 | — | — | 0.834 | — | — | — | — | — | — | — |