Cooling load forecasting on DCData 25% training data 1.0 (test)
0.014MSEHyperLoad
Evaluation results
| Method | Links | ||
|---|---|---|---|
| HyperLoadTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.014 | 0.0839 | |
| N.TransformerTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0168 | 0.0927 | |
| iTransformerTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0177 | 0.0978 | |
| HyperLoadTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0197 | 0.0969 | |
| LightTSTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0202 | 0.1087 | |
| PAttnTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0203 | 0.1051 | |
| iTransformerTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0227 | 0.1082 | |
| FreTSTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0238 | 0.1203 | |
| PatchTSTTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0241 | 0.1011 | |
| PAttnTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0268 | 0.1179 | |
| N.TransformerTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0269 | 0.1153 | |
| HyperLoadTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0294 | 0.117 | |
| iTransformerTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0299 | 0.1227 | |
| SCINetTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.03 | 0.1306 | |
| SCINetTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.0302 | 0.1269 | |
| PatchTSTTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0305 | 0.122 | |
| PatchTSTTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0325 | 0.1305 | |
| FreTSTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0351 | 0.1469 | |
| PAttnTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.036 | 0.1358 | |
| SCINetTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0424 | 0.147 | |
| HyperLoadTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=96, Backbone=8-layer LLaMA, Batch Size=64, Learning Rate=7e-42025.12 | 0.0442 | 0.1435 | |
| FreTSTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.0454 | 0.1617 | |
| iTransformerTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0454 | 0.1499 | |
| PAttnTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0499 | 0.1583 | |
| LightTSTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.0514 | 0.1867 | |
| PatchTSTTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.054 | 0.1663 | |
| SCINetTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0561 | 0.17 | |
| FreTSTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.076 | 0.2029 | |
| N.TransformerTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.0937 | 0.2185 | |
| LightTSTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.1025 | 0.2702 | |
| N.TransformerTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.1078 | 0.2592 | |
| AutoformerTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.1171 | 0.2413 | |
| AutoformerTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.1368 | 0.2547 | |
| AutoformerTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 0.1519 | 0.2944 | |
| AutoformerTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.1782 | 0.3519 | |
| LightTSTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 0.2133 | 0.3826 | |
| TSMixerTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 0.5039 | 0.6698 | |
| TSMixerTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 0.8543 | 0.8881 | |
| TransformerTraining Data (Percent)=25%, Prediction Length (PL)=12, Input Sequence Length=962025.12 | 2.4365 | 1.4666 | |
| TSMixerTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 3.4351 | 1.6968 | |
| TransformerTraining Data (Percent)=25%, Prediction Length (PL)=24, Input Sequence Length=962025.12 | 4.1371 | 1.9232 | |
| TransformerTraining Data (Percent)=25%, Prediction Length (PL)=48, Input Sequence Length=962025.12 | 4.4457 | 1.952 | |
| TSMixerTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 5.8421 | 2.0656 | |
| TransformerTraining Data (Percent)=25%, Prediction Length (PL)=96, Input Sequence Length=962025.12 | 6.006 | 2.3439 |