[HTML][HTML] Energy modelling and control of building heating and cooling systems with data-driven and hybrid models—A review

Y Balali, A Chong, A Busch, S O'Keefe - Renewable and Sustainable …, 2023 - Elsevier
Implementing an efficient control strategy for heating, ventilation, and air conditioning
(HVAC) systems can lead to improvements in both energy efficiency and thermal …

State of the art review on the HVAC occupant-centric control in different commercial buildings

G Huang, ST Ng, D Li, Y Zhang - Journal of Building Engineering, 2024 - Elsevier
Heating ventilation and air conditioning (HVAC) systems control that takes occupant
information into account is called HVAC occupant-centric control (OCC), which strikes better …

Computer vision to advance the sensing and control of built environment towards occupant-centric sustainable development: A critical review

J Wang, L Jiang, H Yu, Z Feng, R Castaño-Rosa… - … and Sustainable Energy …, 2024 - Elsevier
As urban development progresses, the built environment control has faced more critical
challenges in improving energy efficiency, air quality, and environmental comfort. Occupant …

A novel occupant-centric stratum ventilation system using computer vision: Occupant detection, thermal comfort, air quality, and energy savings

B Yang, Y Liu, P Liu, F Wang, X Cheng, Z Lv - Building and Environment, 2023 - Elsevier
Traditional ventilation and air conditioning systems typically operate on a predetermined
schedule with fixed operating parameters. Occupant-centric control (OCC) strategies have …

[HTML][HTML] Deep learning and computer vision based occupancy CO2 level prediction for demand-controlled ventilation (DCV)

S Wei, PW Tien, TW Chow, Y Wu, JK Calautit - Journal of Building …, 2022 - Elsevier
The present study investigated the potential of the application of a live occupancy detection
approach to assist the operations of demand-controlled ventilation (DCV) systems to ensure …

Review of HVAC systems history and future applications

DQR Mckoy, RC Tesiero, YT Acquaah, B Gokaraju - Energies, 2023 - mdpi.com
Today, HVAC (heating, ventilation, and air conditioning) systems have become an integral
part of modern buildings and are designed to provide comfortable indoor environments …

[HTML][HTML] AI-Driven Innovations in Building Energy Management Systems: A Review of Potential Applications and Energy Savings

DMTE Ali, V Motuzienė, R Džiugaitė-Tumėnienė - Energies, 2024 - mdpi.com
Despite the tightening of energy performance standards for buildings in various countries
and the increased use of efficient and renewable energy technologies, it is clear that the …

Building occupancy number prediction: A Transformer approach

K Sun, I Qaisar, MA Khan, T **ng, Q Zhao - Building and Environment, 2023 - Elsevier
Buildings substantially impact global energy usage and emit significant carbon dioxide.
Building occupancy is crucial to enabling energy conservation in buildings and achieving …

Monitoring the green evolution of vernacular buildings based on deep learning and multi-temporal remote sensing images

B Wen, F Peng, Q Yang, T Lu, B Bai, S Wu, F Xu - Building Simulation, 2023 - Springer
The increasingly mature computer vision (CV) technology represented by convolutional
neural networks (CNN) and available high-resolution remote sensing images (HR-RSIs) …

A state of art review on methodologies of occupancy estimating in buildings from 2011 to 2021

L Zhao, Y Li, R Liang, P Wang - Electronics, 2022 - mdpi.com
Occupancy information is important to building facility managers in terms of building energy
efficiency, indoor environmental quality, comfort conditions, and safety management of …