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Univariate Load Forecasting on UT Austin 1h horizon data-scarce scenario (test)
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0.79
RMSE (MW)
Chronos
0.6412
1.6456
2.65
3.6544
Nov 18, 2024
RMSE (MW)
MAE (MW)
MAPE (%)
Updated 1mo ago
Evaluation Results
Method
Method
Links
RMSE (MW)
MAE (MW)
MAPE (%)
Chronos
Data scenario=Data-sca...
2024.11
0.79
0.56
1.36
TFT
Data scenario=Data-sca...
2024.11
0.83
0.59
1.44
AutoARIMA
Data scenario=Data-sca...
2024.11
0.92
0.69
1.69
PatchTST
Data scenario=Data-sca...
2024.11
1.09
0.84
2.04
AutoETS
Data scenario=Data-sca...
2024.11
1.18
0.89
2.17
DeepAR
Data scenario=Data-sca...
2024.11
1.76
1.37
3.34
SNM
Data scenario=Data-sca...
2024.11
3.79
2.83
6.95
NPTS
Data scenario=Data-sca...
2024.11
3.96
3.17
7.77
CSBA
Data scenario=Data-sca...
2024.11
4.26
3.41
7.96
TimeLLM
Data scenario=Data-sca...
2024.11
4.51
3.64
8.67
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