Cooling load forecasting on DCData 50% train data 1.0 (test)
0.0058MSEHyperLoad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperLoadTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0058 | 0.0544 | |
| PatchTSTTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0062 | 0.0565 | |
| iTransformerTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0067 | 0.0592 | |
| SCINetTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0067 | 0.0593 | |
| PAttnTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0068 | 0.0599 | |
| FreTSTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0071 | 0.0595 | |
| N.TransformerTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0075 | 0.0624 | |
| LightTSTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0077 | 0.0659 | |
| HyperLoadTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0087 | 0.0638 | |
| PatchTSTTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.009 | 0.0669 | |
| PAttnTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0093 | 0.0682 | |
| FreTSTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0096 | 0.0683 | |
| SCINetTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0096 | 0.0691 | |
| N.TransformerTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0101 | 0.0705 | |
| iTransformerTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0118 | 0.0761 | |
| HyperLoadTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0128 | 0.0757 | |
| FreTSTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0134 | 0.0796 | |
| PAttnTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0135 | 0.0812 | |
| iTransformerTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0139 | 0.0809 | |
| SCINetTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0139 | 0.0807 | |
| PatchTSTTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0149 | 0.0836 | |
| N.TransformerTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0154 | 0.0866 | |
| LightTSTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0181 | 0.1074 | |
| HyperLoadTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.02 | 0.095 | |
| FreTSTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0208 | 0.0997 | |
| iTransformerTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0211 | 0.0991 | |
| SCINetTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0217 | 0.102 | |
| PAttnTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.022 | 0.102 | |
| N.TransformerTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0223 | 0.105 | |
| PatchTSTTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0227 | 0.1046 | |
| LightTSTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.028 | 0.1334 | |
| AutoformerTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0315 | 0.137 | |
| AutoformerTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0381 | 0.147 | |
| TSMixerTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0402 | 0.1564 | |
| AutoformerTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0434 | 0.1685 | |
| LightTSTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.051 | 0.1878 | |
| AutoformerTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0691 | 0.207 | |
| TSMixerTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0991 | 0.2255 | |
| TransformerTraining Data (Percent)=50%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.1323 | 0.3184 | |
| TSMixerTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.3436 | 0.4792 | |
| TransformerTraining Data (Percent)=50%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.5614 | 0.71 | |
| TSMixerTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.6154 | 0.6494 | |
| TransformerTraining Data (Percent)=50%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 1.0982 | 0.9328 | |
| TransformerTraining Data (Percent)=50%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 1.8995 | 1.2011 |