In the summer model considering forecast errors within ±20% of weather forecast data, the RMSEs of BP neural network, LSTM and convolutional neural network (CNN) are 5.9468, 5.6762 and 5.8004 respectively.  However, the RMSE of the mean prediction with the confidence level of 90% under the proposed method is 4.4647. 
THERM