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ResearchFormerly WizWand

EV charging demand forecasting on Palo Alto (test)

416MSEHyperCast
-108.163,429.926,96810,506.08Nov 27, 2025
Updated 8mo ago

Evaluation results

MethodLinks
HyperCastForecast Horizon (Tf)=3, Aggregation=Min2025.1141614.80.8
HyperCastForecast Horizon (Tf)=7, Aggregation=Min2025.11416150.79
HyperCastForecast Horizon (Tf)=3, Aggregation=Max2025.1180821.30.89
HyperCastForecast Horizon (Tf)=7, Aggregation=Max2025.1183021.80.9
HyperGCN-DemdForecast Horizon (Tf)=3, Type=Demand-based view2025.1192423.20.77
HyperGCN-DistForecast Horizon (Tf)=7, Type=Distance-based view2025.1199019.50.82
HyperGCN-DemdForecast Horizon (Tf)=7, Type=Demand-based view2025.1199722.60.78
HyperGCN-DistForecast Horizon (Tf)=3, Type=Distance-based view2025.111,07520.20.82
ASTGCNForecast Horizon (Tf)=32025.111,33027.20.66
NBEATSForecast Horizon (Tf)=32025.111,35827.40.65
TCNForecast Horizon (Tf)=32025.111,40027.30.54
GWNForecast Horizon (Tf)=72025.111,40128.10.64
GWNForecast Horizon (Tf)=32025.111,40428.20.65
FEDformerForecast Horizon (Tf)=32025.111,41027.70.64
NBEATSForecast Horizon (Tf)=72025.111,43828.10.63
GRUForecast Horizon (Tf)=72025.111,44628.10.52
FEDformerForecast Horizon (Tf)=72025.111,451280.62
AutoformerForecast Horizon (Tf)=32025.111,46928.30.62
TCNForecast Horizon (Tf)=72025.111,484280.52
ASTGCNForecast Horizon (Tf)=72025.111,48828.30.62
GRUForecast Horizon (Tf)=32025.111,49728.70.54
T-GCNForecast Horizon (Tf)=32025.111,49829.40.63
LSTMForecast Horizon (Tf)=72025.111,49928.60.52
LSTMForecast Horizon (Tf)=32025.111,51628.90.54
AutoformerForecast Horizon (Tf)=72025.111,54029.20.61
T-GCNForecast Horizon (Tf)=72025.111,54029.20.61
NHITSForecast Horizon (Tf)=32025.111,55629.50.6
GCNForecast Horizon (Tf)=32025.111,59329.80.59
GATForecast Horizon (Tf)=32025.111,61630.10.58
GCNForecast Horizon (Tf)=72025.111,61930.10.58
GATForecast Horizon (Tf)=72025.111,755340.55
NHITSForecast Horizon (Tf)=72025.111,77131.30.54
DLinearForecast Horizon (Tf)=32025.113,31242.40.15
InformerForecast Horizon (Tf)=72025.114,31848.7-0.1
DLinearForecast Horizon (Tf)=72025.114,31848.7-0.1
InformerForecast Horizon (Tf)=32025.1112,50892.7-2.2
DeepARForecast Horizon (Tf)=32025.1113,41697.5-2.43
DeepARForecast Horizon (Tf)=72025.1113,52098-2.46