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A day-ahead operational regulation method for solar district heating systems based on model predictive control
X **n, Y Liu, Z Zhang, H Zheng, Y Zhou - Applied Energy, 2025 - Elsevier
Solar district heating systems are widely used in solar-rich areas due to their centralized
management and ease of maintenance. However, traditional temperature difference-based …
management and ease of maintenance. However, traditional temperature difference-based …
Transformer based day-ahead cooling load forecasting of hub airport air-conditioning systems with thermal energy storage
The air conditioning system constitutes more than half of the total energy demand in hub
airport buildings. To enhance the energy efficiency and to enable intelligent energy …
airport buildings. To enhance the energy efficiency and to enable intelligent energy …
[HTML][HTML] Extension of a low-tech Model Predictive Control (MPC) algorithm for grid-supportive heat pump operation
V Klepic, M Wolf, T Pröll - Energy and Buildings, 2024 - Elsevier
This paper presents the further development of a low-tech Model Predictive Control (MPC)
for the grid-friendly operation of heat pumps. The developed algorithm is already available …
for the grid-friendly operation of heat pumps. The developed algorithm is already available …
Fairness-aware data-driven-based model predictive controller: A study on thermal energy storage in a residential building
Besides accuracy, fairness has been reported as another performance criterion for data-
driven building models (DDBMs). To ensure data-driven-based model predictive controllers …
driven building models (DDBMs). To ensure data-driven-based model predictive controllers …
Hybrid model-free control based on deep reinforcement learning: An energy-efficient operation strategy for HVAC systems
X Zhang, X Wang, H Zhang, Y Ma, S Chen… - Journal of Building …, 2024 - Elsevier
At present, most optimization objectives of heating, ventilation, and air-conditioning (HVAC)
systems focus on the local optimization of equipment during cooling hours, usually ignoring …
systems focus on the local optimization of equipment during cooling hours, usually ignoring …
A model predictive control strategy of global optimal dispatch for a combined solar and air source heat pump heating system
J Zhao, Y Li, Y Qin, D Liu, X Wu, X Zhang… - Applied Thermal …, 2025 - Elsevier
Due to low-carbon transformation of heating sources in northern China, the combination of
the solar heating system (SHS) and the air source heat pump (ASHP) has attracted …
the solar heating system (SHS) and the air source heat pump (ASHP) has attracted …