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Table 5 Prediction error before and after removing the three coupled features in CF- LSTM-MTL

From: An explainable framework for load forecasting of a regional integrated energy system based on coupled features and multi-task learning

Load

Original model

Improved model

MAPE (%)

RMSE/MW

MAPE (%)

RMSE/MW

Cold load

0.041

1.633

0.029

1.183

Heat load

0.055

0.099

0.054

0.096

Electric load

0.029

0.774

0.028

0.761

Weighted

0.039

0.983

0.033

0.836