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 …

A critical review of field implementations of occupant-centric building controls

JY Park, MM Ouf, B Gunay, Y Peng, W O'Brien… - Building and …, 2019 - Elsevier
Recent developments in information and communication technology have sparked the
notion of smart buildings; an example of which is occupant-centric control (OCC). In this …

Digital twin with Machine learning for predictive monitoring of CO2 equivalent from existing buildings

A Arsiwala, F Elghaish, M Zoher - Energy and Buildings, 2023 - Elsevier
The revolution of the industry 4.0 presents a new era of digital transformation for the
construction industry, advancing towards the concept of digital twins, while on the other …

Accurate occupancy detection of an office room from light, temperature, humidity and CO2 measurements using statistical learning models

LM Candanedo, V Feldheim - Energy and buildings, 2016 - Elsevier
The accuracy of the prediction of occupancy in an office room using data from light,
temperature, humidity and CO 2 sensors has been evaluated with different statistical …

Human-in-the-loop HVAC operations: A quantitative review on occupancy, comfort, and energy-efficiency dimensions

W Jung, F Jazizadeh - Applied Energy, 2019 - Elsevier
Heating, ventilation, and air-conditioning (HVAC) systems account for almost half of the
energy consumption in buildings. By benefiting from advancements in information and …

Using machine learning techniques for occupancy-prediction-based cooling control in office buildings

Y Peng, A Rysanek, Z Nagy, A Schlüter - Applied energy, 2018 - Elsevier
Heating, ventilation, and air-conditioning (HVAC) are among the major energy demand in
the buildings sector globally. Improving the energy efficiency of such systems is a critical …

A survey on concepts, applications, and challenges in cyber-physical systems

V Gunes, S Peter, T Givargis, F Vahid - KSII Transactions on …, 2014 - koreascience.kr
Abstract The Cyber-Physical System (CPS) is a term describing a broad range of complex,
multi-disciplinary, physically-aware next generation engineered system that integrates …

A review of studies applying machine learning models to predict occupancy and window-opening behaviours in smart buildings

X Dai, J Liu, X Zhang - Energy and Buildings, 2020 - Elsevier
This study carries out a literature review on studies using machine learning (ML) models to
predict occupancy and window-opening behaviour and their application in smart buildings …

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 …

Building occupancy forecasting: A systematical and critical review

Y Jin, D Yan, A Chong, B Dong, J An - Energy and buildings, 2021 - Elsevier
Indoor environment construction for occupants has high energy consumption; as such,
occupancy plays a noteworthy role in the complete life cycle phase of buildings, including …