Univariate Load Forecasting on UT Austin 6h horizon (test)
1.59RMSE (MW)Chronos
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| ChronosForecast horizon=6 h, Scenario=Data-scarce, Execution count=30, Zero-shot=true2024.11 | 1.59 | 1.1 | 2.68 | |
| PatchTSTForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 2.38 | 1.84 | 4.45 | |
| TFTForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 2.42 | 1.77 | 4.3 | |
| AutoARIMAForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 2.64 | 1.93 | 4.74 | |
| DeepARForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 3.21 | 2.54 | 6.26 | |
| AutoETSForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 3.69 | 2.82 | 6.88 | |
| SNMForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 3.79 | 2.83 | 6.95 | |
| NPTSForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 3.96 | 3.17 | 7.77 | |
| CSBAForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 4.9 | 3.9 | 9.16 | |
| TimeLLMForecast horizon=6 h, Scenario=Data-scarce, Execution count=302024.11 | 5.66 | 4.56 | 11.37 |