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

Table 3

Parameter setting for comparison methods.

Model	Parameters	Value
CNN-LSTM	input	0
	conv1d	48
	max_pooling1d	0
	dropout	0
	dense	17
CNN-BiLSTM	input	0
	conv1d	48
	max_pooling1d	0
	dropout	0
	bilstm	4224
	multiply	0
	dense	33
CNN-ATT-LSTM	input	0
	conv1d	48
	max_pooling1d	0
	dropout	0
	attention_vec	1056
	multiply	0
	dense	33
CNN-ATT-BiLSTM	input	0
	conv1d	48
	max_pooling1d	0
	dropout	0
	bilstm	4224
	attention_vec	1056
	multiply	0
	dense	33