A Novel Data-Driven Method for Medium-Term Power Consumption Forecasting Based on Transformer-LightGBM

Table 4

Real-time demand forecasting evaluation on the testing set.

Time	From March 1, 2021, to March 31, 2021
Statistical metrics	γmae (kW)	γmape (%)	γrmse (kW)
CNN-LSTM	300.89	11	359.64
CNN-Bi LSTM	312.22	11.36	384.87
CNN-ATT-LSTM	306.96	11.21	374.71
CNN-ATT-BiLSTM	297.89	10.68	380.56
Proposed method	273.59	9.33	330.09