|
|
thermal energy storage in building (−) |
|
|
the state of the system (−) |
|
|
decision variable (−) |
|
|
the lowest cost from stage k to stage m (−) |
|
|
current temperature of the room (°C) |
|
|
the remaining start hours of the PAU (−) |
|
|
the on/off of the ASHP (−) |
|
|
the setting of the room temperature (°C) |
|
|
the on/off of the PAU (−) |
|
|
the working mode of the PAU (−) |
|
|
solar radiation blocked by shading equipment (%) |
|
|
minimum room temperature at time k (°C) |
|
|
maximum room temperature at time k (°C) |
|
|
outdoor weather (−) |
|
|
the weighting coefficient of discomfort cost (−) |
|
|
the weighting coefficient of energy cost (−) |
|
|
the weighting coefficient of ASHP on/off cost (−) |
|
|
discomfort cost (−) |
|
|
energy cost (kW) |
|
|
ASHP on/off cost (−) |
|
|
solar radiation (W/m2) |
|
|
the heating and cooling output of ASHP (kW) |
| Subscripts |
|
|
|
the stage index |
| Abbreviations |
|
| HVAC |
heating, ventilation and air conditioning |
| NZE |
net zero emissions |
| NZEB |
nearly zero energy buildings |
| MPC |
model predictive control |
| SVM |
support vector machine |
| ANN |
Artificial Neural Network |
| MPR |
multivariate polynomial regression |
|
MSE
|
Mean Square Error |
|
MAE
|
Mean Absolute Error |
|
MAPE
|
Mean Absolute Percent Error |
|
R
2
|
coefficient of determination |
| RBFs |
radial basis functions |
| MLP |
multi-layer-perceptons |
| ASHP |
Air-Sourced Heat Pump |
| PAU |
Primary Air Unit |
| BNMI |
best network after multiple iterations |
| DP |
dynamic programming |