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Benchmarks
Univariate Load Forecasting on UT Austin 12h horizon (test)
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2.08
RMSE (MW)
Chronos
1.876
3.253
4.63
6.007
Nov 18, 2024
RMSE (MW)
MAE (MW)
MAPE (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE (MW)
MAE (MW)
MAPE (%)
Chronos
Forecast horizon=12 h,...
2024.11
2.08
1.49
3.66
PatchTST
Forecast horizon=12 h,...
2024.11
2.92
2.19
5.33
AutoARIMA
Forecast horizon=12 h,...
2024.11
3.21
2.42
5.96
DeepAR
Forecast horizon=12 h,...
2024.11
3.44
2.74
6.63
AutoETS
Forecast horizon=12 h,...
2024.11
3.52
2.81
7.05
TFT
Forecast horizon=12 h,...
2024.11
3.52
2.67
6.66
SNM
Forecast horizon=12 h,...
2024.11
3.79
2.83
6.95
NPTS
Forecast horizon=12 h,...
2024.11
3.96
3.18
7.79
CSBA
Forecast horizon=12 h,...
2024.11
5.33
4.44
10.53
TimeLLM
Forecast horizon=12 h,...
2024.11
7.18
5.71
14.45
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