Cooling load forecasting on DCData 100% train data 1.0 (test)
0.0055MSEHyperLoad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperLoadTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0055 | 0.0539 | |
| PAttnTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0061 | 0.0569 | |
| TimesNetTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0062 | 0.0565 | |
| SCINetTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0063 | 0.0579 | |
| FreTSTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0065 | 0.0572 | |
| iTransformerTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0065 | 0.0589 | |
| LightTSTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.007 | 0.0618 | |
| PatchTSTTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0075 | 0.0652 | |
| HyperLoadTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0084 | 0.0637 | |
| SCINetTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0088 | 0.0661 | |
| FreTSTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0093 | 0.0678 | |
| PAttnTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0094 | 0.0692 | |
| N.TransformerTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0096 | 0.0703 | |
| TimesNetTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0098 | 0.0708 | |
| LightTSTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0103 | 0.0738 | |
| PatchTSTTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0105 | 0.0686 | |
| iTransformerTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0108 | 0.0722 | |
| HyperLoadTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0124 | 0.0748 | |
| N.TransformerTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.013 | 0.0978 | |
| TSMixerTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0134 | 0.087 | |
| N.TransformerTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0144 | 0.0865 | |
| PatchTSTTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0145 | 0.0839 | |
| iTransformerTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0153 | 0.0854 | |
| TimesNetTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0155 | 0.0879 | |
| PAttnTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0158 | 0.0883 | |
| FreTSTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0166 | 0.0942 | |
| HyperLoadTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0192 | 0.0931 | |
| iTransformerTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0203 | 0.0977 | |
| PAttnTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0218 | 0.1008 | |
| TSMixerTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0229 | 0.1301 | |
| LightTSTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.024 | 0.1196 | |
| N.TransformerTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.024 | 0.1109 | |
| FreTSTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.027 | 0.127 | |
| SCINetTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0271 | 0.1025 | |
| PatchTSTTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0293 | 0.1005 | |
| TimesNetTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0308 | 0.1262 | |
| SCINetTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0311 | 0.0783 | |
| AutoformerTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0384 | 0.1307 | |
| LightTSTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.041 | 0.1431 | |
| TSMixerTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.051 | 0.1793 | |
| AutoformerTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0518 | 0.1613 | |
| AutoformerTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0656 | 0.1944 | |
| TransformerTraining Data (Percent)=100%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0872 | 0.1816 | |
| TransformerTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.1043 | 0.2781 | |
| AutoformerTraining Data (Percent)=100%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.1383 | 0.2613 | |
| TransformerTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.1496 | 0.2292 | |
| TransformerTraining Data (Percent)=100%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.1563 | 0.346 | |
| TSMixerTraining Data (Percent)=100%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.2822 | 0.468 |