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State Forecasting on CAISO

0.2968MSEPowerPM
0.2863080.3571290.427950.498771Aug 7, 2024

Evaluation results

MethodLinks
PowerPMPrediction Length=122024.080.2968
PowerPM freezePrediction Length=122024.080.3162
PatchTSTPrediction Length=122024.080.3167
UniTimePrediction Length=122024.080.3187
PowerPMPrediction Length=242024.080.3341
PowerPMPrediction Length=Avg.2024.080.3359
GPT4TSPrediction Length=122024.080.3519
COSTPrediction Length=122024.080.3565
TimesNetPrediction Length=122024.080.3604
TimeLLMPrediction Length=122024.080.362
PowerPM freezePrediction Length=Avg.2024.080.3624
PatchTSTPrediction Length=Avg.2024.080.3637
PatchTSTPrediction Length=242024.080.3647
TimeLLMPrediction Length=242024.080.3708
UniTimePrediction Length=Avg.2024.080.3721
PowerPM freezePrediction Length=242024.080.3742
UniTimePrediction Length=242024.080.3765
PowerPMPrediction Length=1682024.080.3767
TimeLLMPrediction Length=Avg.2024.080.3808
GPT4TSPrediction Length=Avg.2024.080.3838
GPT4TSPrediction Length=242024.080.3857
PowerPM freezePrediction Length=1682024.080.3967
COSTPrediction Length=Avg.2024.080.4082
TimeLLMPrediction Length=1682024.080.4097
PatchTSTPrediction Length=1682024.080.4099
GPT4TSPrediction Length=1682024.080.4138
TS2VecPrediction Length=122024.080.4143
COSTPrediction Length=242024.080.4151
DLinearPrediction Length=122024.080.4173
TimesNetPrediction Length=Avg.2024.080.4188
TimesNetPrediction Length=242024.080.4205
UniTimePrediction Length=1682024.080.4211
COSTPrediction Length=1682024.080.4531
TS2VecPrediction Length=242024.080.4531
TS2VecPrediction Length=Avg.2024.080.4597
TimesNetPrediction Length=1682024.080.4754
DLinearPrediction Length=Avg.2024.080.4884
DLinearPrediction Length=242024.080.4887
TS2VecPrediction Length=1682024.080.5117
DLinearPrediction Length=1682024.080.5591