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 …

[HTML][HTML] A critical review of occupant energy consumption behavior in buildings: How we got here, where we are, and where we are headed

X Xu, H Yu, Q Sun, VWY Tam - Renewable and Sustainable Energy …, 2023 - Elsevier
Occupant behavior has been widely considered as one of the key influencing factors on
building energy consumption. The complexity of its formation mechanism and the dynamic …

BIM-based green building evaluation and optimization: A case study

K Guo, Q Li, L Zhang, X Wu - Journal of Cleaner Production, 2021 - Elsevier
Green building has drawn worldwide attention due to the adverse impact of construction on
the environment. This research presents a Building Information Modeling (BIM) based …

[HTML][HTML] Potential and practical management of hybrid ventilation in buildings

LL Gomis, M Fiorentini, D Daly - Energy and Buildings, 2021 - Elsevier
Ventilative cooling technologies have the potential to be an effective measure to reduce
buildings energy consumption, by meeting some or all of the cooling requirement of a …

A systematic review of reinforcement learning application in building energy-related occupant behavior simulation

H Yu, VWY Tam, X Xu - Energy and Buildings, 2024 - Elsevier
The building and construction industry has consistently been a major contributor to energy
consumption and carbon emissions. With stochastic interactions between occupants and …

Model predictive control of short-term winter natural ventilation in a smart building using machine learning algorithms

W Zhang, W Wu, L Norford, N Li, A Malkawi - Journal of Building …, 2023 - Elsevier
Natural ventilation in buildings has the potential to reduce building energy consumption and
the incidence of sick building syndrome. However, controlling natural ventilation is often …

[HTML][HTML] Providing renewable cooling in an office building with a Ground–Source heat pump system hybridized with natural ventilation & personal comfort systems

NR Martins, PJ Bourne–Webb - Energy and Buildings, 2022 - Elsevier
A ground–source heat pump system (GSHP) can be an alternative to air–source heat pumps
(ASHP), as exchanging heat with the ground instead of with the air can result in higher …

[HTML][HTML] Influence of outdoor air pollution on European residential ventilative cooling potential

E Belias, D Licina - Energy and Buildings, 2023 - Elsevier
Residential ventilative cooling via natural ventilation is influenced by outdoor air pollution.
However, relative to climate, outdoor air pollution is not comprehensively considered in …

Estimation model for natural ventilation by wind force considering wind direction and building orientation for low-rise building in China

TW Wang, W Yin, LL Fu… - Indoor and Built …, 2022 - journals.sagepub.com
Building natural ventilation can effectively prevent the building from overheating and
eliminate indoor pollutants, including viral aerosols and volatile organic compounds, without …

A comprehensive review of predictive control strategies in Heating, Ventilation, and Air-conditioning (HVAC): Model-free VS Model

X Xin, Z Zhang, Y Zhou, Y Liu, D Wang… - Journal of Building …, 2024 - Elsevier
Predictive control offers significant advantages in nonlinear control, high thermal inertia, and
dynamic control. This article uses a Systematic Reviews and Meta-Analyses methodology to …