Photovoltaic Power Forecasting on PVPF Task 2 DQH-12 Half Day v1 (test)
57.405MAEAutoPV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoPVInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam2024.08 | 57.405 | 14 | |
| LSTMInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Layers=3, Hidden size=5122024.08 | 60.047 | 14.9 | |
| TSMixerInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam2024.08 | 65.67 | 15.8 | |
| CNNInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Layers=3, Hidden size=5122024.08 | 65.839 | 15.4 | |
| MLPInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Layers=3, Hidden size=5122024.08 | 66.555 | 15.2 | |
| TimesNetInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 71.038 | 17.7 | |
| iTransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 73.102 | 17.9 | |
| TransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Encoder layers=2, Decoder layers=1, Model dimension=5122024.08 | 76.503 | 18.3 | |
| FEDformerInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 82.617 | 17.2 | |
| InformerInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 84.727 | 20.3 | |
| AutoformerInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 87.423 | 18.7 | |
| DLinearInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam2024.08 | 100.279 | 26.2 | |
| TCNInput sequence length=96, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Layers=3, Hidden size=5122024.08 | 104.235 | 18.9 | |
| PatchTSTInput sequence length=96, Labeled sequence length=48, Future weather information=true, Learning rate=0.001, Batch size=64, Optimizer=Adam, Model dimension=5122024.08 | 104.5 | 23.3 |