Univariate Load Forecasting on UT Austin 24h horizon data-scarce scenario (test)
2.48RMSE (MW)Chronos
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=24 h, Mode=Zero-shot2024.11 | 2.48 | 1.82 | 4.42 | |
| AutoARIMAForecast horizon=24 h2024.11 | 3.69 | 2.85 | 6.96 | |
| SNMForecast horizon=24 h2024.11 | 3.79 | 2.83 | 6.95 | |
| PatchTSTForecast horizon=24 h2024.11 | 3.88 | 3.06 | 7.59 | |
| NPTSForecast horizon=24 h2024.11 | 3.95 | 3.17 | 7.78 | |
| AutoETSForecast horizon=24 h2024.11 | 4.32 | 3.46 | 8.36 | |
| TFTForecast horizon=24 h2024.11 | 4.37 | 3.4 | 8.61 | |
| CSBAForecast horizon=24 h2024.11 | 4.6 | 3.73 | 8.96 | |
| DeepARForecast horizon=24 h2024.11 | 4.82 | 3.92 | 9.95 | |
| TimeLLMForecast horizon=24 h2024.11 | 8.7 | 7.04 | 17.59 |