Advanced controls on energy reliability, flexibility, resilience, and occupant-centric control for smart and energy-efficient buildings—a state-of-the-art review

Z Liu, X Zhang, Y Sun, Y Zhou - Energy and Buildings, 2023 - Elsevier
Advanced controls have attracted increasing interests due to the high requirement on smart
and energy-efficient (SEE) buildings and decarbonization in the building industry with …

[HTML][HTML] A review on occupancy prediction through machine learning for enhancing energy efficiency, air quality and thermal comfort in the built environment

W Zhang, Y Wu, JK Calautit - Renewable and Sustainable Energy Reviews, 2022 - Elsevier
The occupants' presence, activities, and behaviour can significantly impact the building's
performance and energy efficiency. Currently, heating, ventilation, and air-conditioning …

Occupancy-based HVAC control systems in buildings: A state-of-the-art review

M Esrafilian-Najafabadi, F Haghighat - Building and Environment, 2021 - Elsevier
Intelligent buildings have drawn considerable attention due to rapid progress in
communication and information technologies. These buildings can utilize current and …

Hybrid system controls of natural ventilation and HVAC in mixed-mode buildings: A comprehensive review

Y Peng, Y Lei, ZD Tekler, N Antanuri, SK Lau… - Energy and …, 2022 - Elsevier
Mixed-mode buildings utilise a combination of natural ventilation from operable building
envelopes and mechanical systems to realise climate-friendly ventilation and cooling. The …

Introducing IEA EBC annex 79: Key challenges and opportunities in the field of occupant-centric building design and operation

W O'Brien, A Wagner, M Schweiker, A Mahdavi… - Building and …, 2020 - Elsevier
Despite the fact that buildings are designed for occupants in principle, evidence suggests
buildings are often uncomfortable compared to the requirements of standards; difficult to …

A practical deep reinforcement learning framework for multivariate occupant-centric control in buildings

Y Lei, S Zhan, E Ono, Y Peng, Z Zhang, T Hasama… - Applied Energy, 2022 - Elsevier
Reinforcement learning (RL) has been shown to have the potential for optimal control of
heating, ventilation, and air conditioning (HVAC) systems. Although research on RL-based …

HVAC energy savings, thermal comfort and air quality for occupant-centric control through a side-by-side experimental study

M Kong, B Dong, R Zhang, Z O'Neill - Applied Energy, 2022 - Elsevier
Building sensing technologies have evolved rapidly in the last two decades in aid of
monitoring building environment and energy system performance. A series of occupancy …

Ten questions concerning reinforcement learning for building energy management

Z Nagy, G Henze, S Dey, J Arroyo, L Helsen… - Building and …, 2023 - Elsevier
As buildings account for approximately 40% of global energy consumption and associated
greenhouse gas emissions, their role in decarbonizing the power grid is crucial. The …

Review on occupant-centric thermal comfort sensing, predicting, and controlling

J Xie, H Li, C Li, J Zhang, M Luo - Energy and Buildings, 2020 - Elsevier
Ensuring occupants' thermal comfort and work performance is one of the primary objectives
for building environment conditioning systems. In recent years, there emerged many …

Nationwide HVAC energy-saving potential quantification for office buildings with occupant-centric controls in various climates

Z Pang, Y Chen, J Zhang, Z O'Neill, H Cheng, B Dong - Applied Energy, 2020 - Elsevier
The occupant-centric control (OCC) is receiving an increasing attention since it could reduce
building heating ventilation and air-conditioning (HVAC) system energy consumptions while …