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Table 3 Comparison of prediction performance

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

load

LSTM-MTL

CF-LSTM

CF-LSTM-MTL

MAPE (%)

RMSE/MW

MAPE (%)

RMSE/MW

MAPE (%)

RMSE/MW

Cold load

4.5

1.725

4.7

2.109

4.1

1.633

Heat load

7.1

0.135

5.4

0.092

5.5

0.099

Electric load

5.6

1.359

3.3

0.966

2.9

0.774

weighted

5.4

1.260

4.2

1.248

3.9

0.983