Hourly heat demand forecasting on DMA C
152.6MAEWavelet-CNN
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| Wavelet-CNNForecasting horizon=24 hours2026.03 | 152.6 | 4.65 | 0.44 | |
| SARIMAXForecasting horizon=24 hours2026.03 | 253.16 | 7.13 | 1.28 | |
| TimeMixerForecasting horizon=24 hours2026.03 | 269.38 | 7.8 | 1.44 | |
| TSMixerForecasting horizon=24 hours2026.03 | 269.89 | 7.89 | 1.42 | |
| DLinearForecasting horizon=24 hours2026.03 | 270.02 | 7.91 | 1.45 | |
| Chronos-2Forecasting horizon=24 hours2026.03 | 277.5 | 7.81 | 1.57 | |
| TimesNetForecasting horizon=24 hours2026.03 | 279.6 | 7.91 | 1.55 | |
| PatchTSTForecasting horizon=24 hours2026.03 | 285.42 | 8.34 | 1.57 | |
| XGBoostForecasting horizon=24 hours2026.03 | 286.56 | 8.37 | 1.52 | |
| LSTMForecasting horizon=24 hours2026.03 | 295.44 | 8.32 | 1.67 | |
| TTM Fine-tunedForecasting horizon=24 hours, Fine-tuned=true2026.03 | 301.66 | 8.49 | 1.71 | |
| InformerForecasting horizon=24 hours2026.03 | 312.38 | 9.23 | 1.77 | |
| AutoformerForecasting horizon=24 hours2026.03 | 387.36 | 11.97 | 2.61 | |
| PreformerForecasting horizon=24 hours2026.03 | 552.04 | 19.34 | 4.99 |