Photovoltaic Power Forecasting on PVPF Task 2 DQH-168 One Week v1 (test)
51.118MAEAutoPV
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| AutoPVInput sequence length=96, Future weather information=true2024.08 | 51.118 | 12.4 | |
| LSTMInput sequence length=96, Future weather information=true2024.08 | 52.831 | 11.3 | |
| CNNInput sequence length=96, Future weather information=true2024.08 | 56.961 | 12.6 | |
| TimesNetInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 58.973 | 14.1 | |
| TSMixerInput sequence length=96, Future weather information=true2024.08 | 63.335 | 13 | |
| iTransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 66.641 | 14.5 | |
| MLPInput sequence length=96, Future weather information=true2024.08 | 72.463 | 15.2 | |
| TCNInput sequence length=96, Future weather information=true2024.08 | 93.282 | 16.3 | |
| DLinearInput sequence length=96, Future weather information=true2024.08 | 103.352 | 22.3 | |
| FEDformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 105.32 | 18.9 | |
| TransformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 105.644 | 24.6 | |
| AutoformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 105.826 | 18.4 | |
| PatchTSTInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 110.355 | 21.6 | |
| InformerInput sequence length=96, Labeled sequence length=48, Future weather information=true2024.08 | 209.24 | 77.4 |