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

Table 2

Real-time demand data and related data tables.

Data	Input variable t
t real-time cleared demand	t-744/2208 day-ahead cleared demand
	t-744/2208 real-time cleared demand
	t-744/2208 day-ahead cleared LMP
	t-744/2208 real-time cleared LMP
Transformer preprocessing features	t + 744/2208 day-ahead cleared demand (transformer predicted value)
	t + 744/2208 day-ahead cleared LMP (transformer predicted value)
Date features	Hour
	Month
	Holiday