Development of a Coupled EnergyPlus-MATLAB Simulation Based on LSTM for Predictive Control of HVAC System

Table 3

Prediction error of the HVAC system at 26°C.

	MAE	RMSE	R ^2
BP: PMV	0.0043	0.0074	0.9891
BP: Cooling rate	42.6323	92.6838	0.9694
BP: Heating rate	6.8774	19.5097	0.9725
SVM: PMV	0.0072	0.0097	0.9827
SVM: Cooling rate	49.0464	99.7086	0.9619
SVM: Heating rate	13.9655	22.6567	0.9558
LSTM: PMV	0.0049	0.008	0.9817
LSTM: Cooling rate	37.2096	88.4511	0.9717
LSTM: Heating rate	8.1833	19.6245	0.9710