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Model predictive control of heating, ventilation, and air conditioning (HVAC) systems: A state-of-the-art review
S Taheri, P Hosseini, A Razban - Journal of Building Engineering, 2022 - Elsevier
Due to the fast advancement of communication and information technology, intelligent
buildings have garnered great interest. These buildings can forecast weather, ambient …
buildings have garnered great interest. These buildings can forecast weather, ambient …
State of the art review on model predictive control (MPC) in Heating Ventilation and Air-conditioning (HVAC) field
Y Yao, DK Shekhar - Building and Environment, 2021 - Elsevier
Building systems are subject of dynamic system that have a general feature of non-linearity
and in turn, present us with different challenges for its optimized control of energy-saving …
and in turn, present us with different challenges for its optimized control of energy-saving …
Model predictive control (MPC) for enhancing building and HVAC system energy efficiency: Problem formulation, applications and opportunities
G Serale, M Fiorentini, A Capozzoli, D Bernardini… - Energies, 2018 - mdpi.com
In the last few years, the application of Model Predictive Control (MPC) for energy
management in buildings has received significant attention from the research community …
management in buildings has received significant attention from the research community …
Deep reinforcement learning to optimise indoor temperature control and heating energy consumption in buildings
S Brandi, MS Piscitelli, M Martellacci, A Capozzoli - Energy and Buildings, 2020 - Elsevier
Abstract In this work, Deep Reinforcement Learning (DRL) is implemented to control the
supply water temperature setpoint to terminal units of a heating system. The experiment was …
supply water temperature setpoint to terminal units of a heating system. The experiment was …
Occupancy behavior based model predictive control for building indoor climate—A critical review
A Mirakhorli, B Dong - Energy and Buildings, 2016 - Elsevier
This paper reviews occupancy based model predictive control (MPC) for building indoor
climate control. Occupancy behavior in buildings is stochastic and complex in nature. With …
climate control. Occupancy behavior in buildings is stochastic and complex in nature. With …
Comparison of machine learning models for occupancy prediction in residential buildings using connected thermostat data
Occupancy detection capabilities provided by modern connected thermostats enable
adaptive thermal control of residential buildings. While this adaptation might simply consider …
adaptive thermal control of residential buildings. While this adaptation might simply consider …
Data fusion in predicting internal heat gains for office buildings through a deep learning approach
Abstract Heating, Ventilation, and Air Conditioning (HVAC) is a major energy consumer in
buildings. The predictive control has demonstrated a potential to reduce HVAC energy use …
buildings. The predictive control has demonstrated a potential to reduce HVAC energy use …
Stochastic model predictive control for building climate control
F Oldewurtel, CN Jones, A Parisio… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
In this brief paper, a Stochastic Model Predictive Control formulation tractable for large-scale
systems is developed. The proposed formulation combines the use of Affine Disturbance …
systems is developed. The proposed formulation combines the use of Affine Disturbance …
[HTML][HTML] Reinforcement Learning for proactive operation of residential energy systems by learning stochastic occupant behavior and fluctuating solar energy …
A Heidari, F Maréchal, D Khovalyg - Applied Energy, 2022 - Elsevier
When it comes to residential buildings, there are several stochastic parameters, such as
renewable energy production, outdoor air conditions, and occupants' behavior, that are hard …
renewable energy production, outdoor air conditions, and occupants' behavior, that are hard …
A control strategy of heating system based on adaptive model predictive control
L Sha, Z Jiang, H Sun - Energy, 2023 - Elsevier
Abstract Space heating accounts for a large proportion of a building's energy consumption,
and improving heating efficiency is a significant approach to reduce heating energy …
and improving heating efficiency is a significant approach to reduce heating energy …