Univariate Load Forecasting on UT Austin 12h horizon (test)
2.08RMSE (MW)Chronos
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=12 h, Scenario=Data-scarce, Zero-shot=true2024.11 | 2.08 | 1.49 | 3.66 | |
| PatchTSTForecast horizon=12 h, Scenario=Data-scarce2024.11 | 2.92 | 2.19 | 5.33 | |
| AutoARIMAForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.21 | 2.42 | 5.96 | |
| DeepARForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.44 | 2.74 | 6.63 | |
| AutoETSForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.52 | 2.81 | 7.05 | |
| TFTForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.52 | 2.67 | 6.66 | |
| SNMForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.79 | 2.83 | 6.95 | |
| NPTSForecast horizon=12 h, Scenario=Data-scarce2024.11 | 3.96 | 3.18 | 7.79 | |
| CSBAForecast horizon=12 h, Scenario=Data-scarce2024.11 | 5.33 | 4.44 | 10.53 | |
| TimeLLMForecast horizon=12 h, Scenario=Data-scarce2024.11 | 7.18 | 5.71 | 14.45 |