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

Table 4

Prediction error of the difference with pseudorandom thermostats.

	MAE	RMSE	R ^2
BP: PMV	0.1147	0.1325	−14.1410
BP: Cooling rate	104.5797	164.7057	0.6728
BP: Heating rate	59.4123	86.6870	0.6222
SVM: PMV	0.1144	0.1328	−14.4155
SVM: Cooling rate	164.2922	205.2105	0.1735
SVM: Heating rate	96.1758	125.7699	−1.1372
LSTM: PMV	0.0185	0.0249	0.9648
LSTM: Cooling rate	92.0648	131.9387	0.8092
LSTM: Heating rate	49.9098	69.1809	0.7799