Photovoltaic Power Forecasting on PVPF Task 1 (DQH-12)
89.865MAEAutoPV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoPVInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 89.865 | 17.8 | |
| TSMixerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 95.888 | 19.7 | |
| DLinearInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 99.975 | 26 | |
| MLPInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 100.15 | 21.3 | |
| CNNInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 102.533 | 20.4 | |
| TransformerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 104.367 | 24.2 | |
| PatchTSTInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 104.774 | 23.5 | |
| LSTMInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 105.887 | 20.9 | |
| TimesNetInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 106.745 | 26.5 | |
| iTransformerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 109.782 | 25.4 | |
| FEDformerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 113.977 | 21.7 | |
| AutoformerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 119.56 | 23.4 | |
| InformerInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 130.25 | 29.9 | |
| TCNInput sequence length=96, Prediction length=12, Hidden size=512, Number of layers=3, Learning rate=0.001, Optimizer=Adam, Batch size=642024.08 | 150.795 | 24.2 |