Photovoltaic Power Forecasting on PVPF Task 2 (DQH-72 Three Days) v1 (test)
50.109MAEAutoPV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoPVInput sequence length=96, Future weather information=true2024.08 | 50.109 | 12.1 | |
| LSTMInput sequence length=96, Future weather information=true2024.08 | 54.132 | 12.7 | |
| CNNInput sequence length=96, Future weather information=true2024.08 | 57.582 | 13.8 | |
| TSMixerInput sequence length=96, Future weather information=true2024.08 | 60.091 | 13.6 | |
| TimesNetInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 60.839 | 14.5 | |
| iTransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 65.751 | 15.1 | |
| MLPInput sequence length=96, Future weather information=true2024.08 | 67.973 | 14.6 | |
| TransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 79.034 | 18 | |
| TCNInput sequence length=96, Future weather information=true2024.08 | 80.46 | 17 | |
| FEDformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 92.605 | 18 | |
| InformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 98.813 | 27.6 | |
| AutoformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 106.778 | 21.2 | |
| DLinearInput sequence length=96, Future weather information=true2024.08 | 107.233 | 26.5 | |
| PatchTSTInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 108.285 | 22.9 |