Multivariate long-term time series forecasting on Solar-Energy
0.167MSETimeMixer
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TimeMixerPrediction Length=96, Lookback Setting=search2025.06 | 0.167 | 0.22 | |
| SparseTSF/MLPForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.172 | 0.233 | |
| TA-SparseMGForecast horizon (T)=96, Look-back length (L)=7202026.06 | 0.174 | 0.229 | |
| DeepEDMPrediction Length=96, Lookback Setting=search2025.06 | 0.178 | 0.199 | |
| HGTS-FormerForecast Length=Avg, Lookback Length=6722025.08 | 0.19 | 0.229 | |
| TimeMixerPrediction Length=Avg, Lookback Setting=search2025.06 | 0.192 | 0.244 | |
| Timer-XLForecast Length=Avg, Lookback Length=6722025.08 | 0.198 | 0.249 | |
| TQNetPrediction Horizon=Avg, Look-back length=962026.06 | 0.198 | 0.256 | |
| SimpleTMForecast horizon (T)=720, Look-back length (L)=7202026.06 | 0.198 | 0.258 | |
| SOFTSLookback window length=96, Prediction length=962024.04 | 0.2 | 0.23 | |
| iTransformerPrediction Length=962025.12 | 0.203 | 0.237 | |
| DeepEDMPrediction Length=Avg, Lookback Setting=search2025.06 | 0.207 | 0.217 | |
| Ada-MoGEHorizon (H)=Avg, Lookback window (L)=962025.11 | 0.208 | 0.272 | |
| CycleNet/MLPLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.21 | 0.261 | |
| TimeMixerLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.216 | 0.28 | |
| TimeMixerHorizon (H)=Avg, Lookback window (L)=962025.11 | 0.216 | 0.28 | |
| AOSNETPrediction Horizon=Avg, Look-back length=962026.06 | 0.222 | 0.249 | |
| DB2-TransFPrediction Length=962025.12 | 0.224 | 0.265 | |
| SOFTSLookback window length=96, Prediction length=Average2024.04 | 0.229 | 0.256 | |
| FISformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.232 | 0.261 | |
| InformerForecasting horizon (T)=Avg2025.01 | 0.232 | 0.264 | |
| iTransformerLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.233 | 0.262 | |
| iTransformerPrediction Length=1922025.12 | 0.233 | 0.261 | |
| iTransformerPrediction Length=Average2025.12 | 0.233 | 0.262 | |
| iTransformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.233 | 0.262 | |
| PatchTSTPrediction Length=962025.12 | 0.234 | 0.286 | |
| CycleNet/LinearLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.235 | 0.27 | |
| ReformerForecasting horizon (T)=Avg2025.01 | 0.235 | 0.265 | |
| VarDropForecasting horizon (T)=Avg2025.01 | 0.236 | 0.262 | |
| FlashAttentionForecasting horizon (T)=Avg2025.01 | 0.236 | 0.263 | |
| iTransformerForecasting horizon (T)=Avg2025.01 | 0.236 | 0.262 | |
| FEDformerPrediction Length=962025.12 | 0.242 | 0.342 | |
| DB2-TransFPrediction Length=1922025.12 | 0.242 | 0.274 | |
| FlowformerForecasting horizon (T)=Avg2025.01 | 0.242 | 0.265 | |
| iTransformerPrediction Length=3362025.12 | 0.248 | 0.273 | |
| DB2-TransFPrediction Length=Average2025.12 | 0.248 | 0.279 | |
| iTransformerPrediction Length=7202025.12 | 0.249 | 0.275 | |
| TimesNetPrediction Length=962025.12 | 0.25 | 0.292 | |
| DB2-TransFPrediction Length=3362025.12 | 0.261 | 0.287 | |
| DB2-TransFPrediction Length=7202025.12 | 0.265 | 0.291 | |
| PatchTSTPrediction Length=1922025.12 | 0.267 | 0.31 | |
| PatchTSTLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.27 | 0.307 | |
| PatchTSTPrediction Length=Average2025.12 | 0.27 | 0.307 | |
| SCINetLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.282 | 0.375 | |
| FEDformerPrediction Length=3362025.12 | 0.282 | 0.376 | |
| FEDformerPrediction Length=1922025.12 | 0.285 | 0.38 | |
| PatchTSTPrediction Length=7202025.12 | 0.289 | 0.317 | |
| DLinearPrediction Length=962025.12 | 0.29 | 0.378 | |
| PatchTSTPrediction Length=3362025.12 | 0.29 | 0.315 | |
| FEDformerLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.291 | 0.381 | |
| FEDformerPrediction Length=Average2025.12 | 0.291 | 0.381 | |
| FedformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.291 | 0.381 | |
| TimesNetPrediction Length=1922025.12 | 0.296 | 0.318 | |
| TimesNetLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.301 | 0.319 | |
| TimesNetPrediction Length=Average2025.12 | 0.301 | 0.319 | |
| CrossformerPrediction Length=962025.12 | 0.31 | 0.331 | |
| TiDEPrediction Length=962025.12 | 0.312 | 0.399 | |
| TimesNetPrediction Length=3362025.12 | 0.319 | 0.33 | |
| DLinearPrediction Length=1922025.12 | 0.32 | 0.398 | |
| RLinearPrediction Length=962025.12 | 0.322 | 0.339 | |
| DLinearLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.33 | 0.401 | |
| DLinearPrediction Length=Average2025.12 | 0.33 | 0.401 | |
| TimesNetPrediction Length=7202025.12 | 0.338 | 0.337 | |
| TiDEPrediction Length=1922025.12 | 0.339 | 0.416 | |
| TiDELook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.347 | 0.417 | |
| TiDEPrediction Length=Average2025.12 | 0.347 | 0.417 | |
| DLinearPrediction Length=3362025.12 | 0.353 | 0.415 | |
| DLinearPrediction Length=7202025.12 | 0.356 | 0.413 | |
| FEDformerPrediction Length=7202025.12 | 0.357 | 0.427 | |
| RLinearPrediction Length=1922025.12 | 0.359 | 0.356 | |
| TiDEPrediction Length=3362025.12 | 0.368 | 0.43 | |
| RLinearPrediction Length=Average2025.12 | 0.369 | 0.356 | |
| TiDEPrediction Length=7202025.12 | 0.37 | 0.425 | |
| RLinearPrediction Length=3362025.12 | 0.397 | 0.369 | |
| RLinearPrediction Length=7202025.12 | 0.397 | 0.356 | |
| CrossformerLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.641 | 0.639 | |
| CrossformerPrediction Length=Average2025.12 | 0.641 | 0.639 | |
| CrossformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.641 | 0.639 | |
| CrossformerPrediction Length=1922025.12 | 0.734 | 0.725 | |
| CrossformerPrediction Length=3362025.12 | 0.75 | 0.735 | |
| CrossformerPrediction Length=7202025.12 | 0.769 | 0.765 | |
| AutoformerPrediction Length=1922025.12 | 0.834 | 0.692 | |
| AutoformerPrediction Length=7202025.12 | 0.882 | 0.717 | |
| AutoformerPrediction Length=962025.12 | 0.884 | 0.711 | |
| AutoformerLook-back length=96, Forecast horizons=avg(96, 192, 336, 720)2024.09 | 0.885 | 0.711 | |
| AutoformerPrediction Length=Average2025.12 | 0.885 | 0.711 | |
| AutoformerPrediction Lengths={96, 192, 336, 720}2026.03 | 0.885 | 0.711 | |
| AutoformerPrediction Length=3362025.12 | 0.941 | 0.723 |