Photovoltaic Power Forecasting on PVPF Task 2 (DQH-336 One Month) v1 (test)
58.525MAEAutoPV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoPVInput sequence length=96, Future weather information=true2024.08 | 58.525 | 0.117 | |
| CNNInput sequence length=96, Future weather information=true2024.08 | 76.315 | 0.13 | |
| LSTMInput sequence length=96, Future weather information=true2024.08 | 79.336 | 0.129 | |
| TSMixerInput sequence length=96, Future weather information=true2024.08 | 84.873 | 0.147 | |
| MLPInput sequence length=96, Future weather information=true2024.08 | 92.405 | 0.154 | |
| AutoformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 96.595 | 0.18 | |
| DLinearInput sequence length=96, Future weather information=true2024.08 | 108.505 | 0.252 | |
| TimesNetInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 108.738 | 0.255 | |
| PatchTSTInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 112.741 | 0.211 | |
| iTransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 113.858 | 0.222 | |
| FEDformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 136.953 | 0.347 | |
| TransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 231.193 | 0.795 | |
| InformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 263.331 | 0.95 | |
| TCNInput sequence length=96, Future weather information=true2024.08 | 1,758.367 | 1.864 |