Long-term Time Series Forecasting on Solar-Energy
0.173MSETQNet
Evaluation results
| Method | Links | ||
|---|---|---|---|
| TQNetPrediction Length (T)=962025.12 | 0.173 | 0.233 | |
| MS-FLOWLookback Length=96, Prediction Length=962026.05 | 0.173 | 0.197 | |
| CycleNet/MLPLookback length=720, Prediction horizon=Average2024.09 | 0.189 | 0.247 | |
| SEEDPrediction Length (T)=962025.12 | 0.189 | 0.227 | |
| TimeMixerInput length=96, Prediction horizon=962026.05 | 0.189 | 0.259 | |
| CycleNet/MLPLookback length=336, Prediction horizon=Average2024.09 | 0.194 | 0.255 | |
| ms-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.195 | — | |
| SegRNNLookback length=720, Prediction horizon=Average2024.09 | 0.196 | 0.258 | |
| TQNetPrediction Length (T)=Avg.2025.12 | 0.198 | 0.256 | |
| TQNetPrediction Length (T)=1922025.12 | 0.199 | 0.257 | |
| DUETPrediction Length (T)=962025.12 | 0.2 | 0.207 | |
| SOFTSPrediction Length (T)=962025.12 | 0.2 | 0.23 | |
| SOFTSLookback Length=96, Prediction Length=962026.05 | 0.2 | 0.23 | |
| NESTInput length=96, Prediction horizon=962026.05 | 0.201 | 0.211 | |
| iTransformerPrediction Length (T)=962025.12 | 0.203 | 0.237 | |
| iTransformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.203 | — | |
| iTransformerInput length=96, Prediction horizon=962026.05 | 0.203 | 0.237 | |
| S-MambaForecast length (T)=96, Lookback length (L)=962025.04 | 0.205 | — | |
| PatchTSTLookback length=336, Prediction horizon=Average2024.09 | 0.208 | 0.26 | |
| MSGNetPrediction Length (T)=962025.12 | 0.208 | 0.243 | |
| TQNetPrediction Length (T)=7202025.12 | 0.209 | 0.27 | |
| MS-FLOWLookback Length=96, Prediction Length=avg2026.05 | 0.209 | 0.218 | |
| MS-FLOWInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.209 | 0.218 | |
| TQNetPrediction Length (T)=3362025.12 | 0.211 | 0.263 | |
| MAS4TSRelease Year=Ours, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.212 | 0.276 | |
| SEEDPrediction Length (T)=1922025.12 | 0.213 | 0.249 | |
| CycleNet/LinearLookback length=720, Prediction horizon=Average2024.09 | 0.214 | 0.26 | |
| SEEDPrediction Length (T)=Avg.2025.12 | 0.219 | 0.253 | |
| SparseTSFLookback length=720, Prediction horizon=Average2024.09 | 0.22 | 0.256 | |
| TimeFilterInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.223 | 0.25 | |
| CycleNet/LinearLookback length=336, Prediction horizon=Average2024.09 | 0.226 | 0.265 | |
| DUETPrediction Length (T)=1922025.12 | 0.228 | 0.233 | |
| SOFTSPrediction Length (T)=1922025.12 | 0.229 | 0.253 | |
| SOFTSPrediction Length (T)=Avg.2025.12 | 0.229 | 0.256 | |
| ms-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.229 | — | |
| SOFTSLookback Length=96, Prediction Length=avg2026.05 | 0.229 | 0.256 | |
| ms-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.23 | — | |
| LeddamInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.23 | 0.264 | |
| iTransformerRelease Year=2024b, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.233 | 0.262 | |
| iTransformerPrediction Length (T)=1922025.12 | 0.233 | 0.261 | |
| iTransformerPrediction Length (T)=Avg.2025.12 | 0.233 | 0.262 | |
| iTransformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.233 | — | |
| iTransformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.233 | — | |
| iTransformerInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.233 | 0.262 | |
| MAFSRelease Year=2025, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.234 | 0.265 | |
| SEEDPrediction Length (T)=3362025.12 | 0.234 | 0.265 | |
| PatchTSTForecast length (T)=96, Lookback length (L)=962025.04 | 0.234 | — | |
| DUETPrediction Length (T)=Avg.2025.12 | 0.237 | 0.233 | |
| S-MambaForecast length (T)=192, Lookback length (L)=962025.04 | 0.237 | — | |
| DUETInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.237 | 0.233 | |
| SEEDPrediction Length (T)=7202025.12 | 0.239 | 0.27 | |
| S-MambaForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.24 | — | |
| TimeMosaicInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.24 | 0.27 | |
| FEDformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.242 | — | |
| SOFTSPrediction Length (T)=3362025.12 | 0.243 | 0.269 | |
| xPatchInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.244 | 0.241 | |
| SOFTSPrediction Length (T)=7202025.12 | 0.245 | 0.272 | |
| ms-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.247 | — | |
| iTransformerPrediction Length (T)=3362025.12 | 0.248 | 0.273 | |
| iTransformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.248 | — | |
| iTransformerPrediction Length (T)=7202025.12 | 0.249 | 0.275 | |
| ms-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.249 | — | |
| iTransformerForecast length (T)=720, Lookback length (L)=962025.04 | 0.249 | — | |
| TimesNetForecast length (T)=96, Lookback length (L)=962025.04 | 0.25 | — | |
| DLinearLookback length=336, Prediction horizon=Average2024.09 | 0.253 | 0.315 | |
| DUETPrediction Length (T)=7202025.12 | 0.258 | 0.249 | |
| MSGNetPrediction Length (T)=1922025.12 | 0.258 | 0.281 | |
| S-MambaForecast length (T)=336, Lookback length (L)=962025.04 | 0.258 | — | |
| TimeVLMRelease Year=2025, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.259 | 0.293 | |
| S-MambaForecast length (T)=720, Lookback length (L)=962025.04 | 0.26 | — | |
| DUETPrediction Length (T)=3362025.12 | 0.262 | 0.244 | |
| MSGNetPrediction Length (T)=Avg.2025.12 | 0.262 | 0.288 | |
| PatchTSTInput length=96, Prediction horizon=962026.05 | 0.265 | 0.323 | |
| PatchTSTForecast length (T)=192, Lookback length (L)=962025.04 | 0.267 | — | |
| UniTimeRelease Year=2024a, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.27 | 0.315 | |
| PatchTSTForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.27 | — | |
| PatchTSTInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.27 | 0.307 | |
| SCINetRelease Year=2022a, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.282 | 0.375 | |
| FEDformerForecast length (T)=336, Lookback length (L)=962025.04 | 0.282 | — | |
| FEDformerForecast length (T)=192, Lookback length (L)=962025.04 | 0.285 | — | |
| PatchTSTRelease Year=2023b, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.287 | 0.333 | |
| PatchTSTForecast length (T)=720, Lookback length (L)=962025.04 | 0.289 | — | |
| MSGNetPrediction Length (T)=7202025.12 | 0.29 | 0.315 | |
| DLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.29 | — | |
| PatchTSTForecast length (T)=336, Lookback length (L)=962025.04 | 0.29 | — | |
| FEDformerForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.291 | — | |
| MSGNetPrediction Length (T)=3362025.12 | 0.293 | 0.311 | |
| TimesNetForecast length (T)=192, Lookback length (L)=962025.04 | 0.296 | — | |
| TimesNetForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.301 | — | |
| TimesNetInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.301 | 0.319 | |
| CrossformerForecast length (T)=96, Lookback length (L)=962025.04 | 0.31 | — | |
| TiDEForecast length (T)=96, Lookback length (L)=962025.04 | 0.312 | — | |
| TimesNetForecast length (T)=336, Lookback length (L)=962025.04 | 0.319 | — | |
| DLinearForecast length (T)=192, Lookback length (L)=962025.04 | 0.32 | — | |
| RLinearForecast length (T)=96, Lookback length (L)=962025.04 | 0.322 | — | |
| FEDformerRelease Year=2022, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.328 | 0.383 | |
| DLinearRelease Year=2023, Prediction Lengths={96, 192, 336, 720}2026.02 | 0.33 | 0.401 | |
| DLinearForecast length (T)=Avg, Lookback length (L)=962025.04 | 0.33 | — | |
| DLinearInput length (L)=96, Prediction lengths (H)={96, 192, 336, 720}2026.05 | 0.33 | 0.401 | |
| TimesNetForecast length (T)=720, Lookback length (L)=962025.04 | 0.338 | — |