A survey of human-in-the-loop for machine learning

X Wu, L Xiao, Y Sun, J Zhang, T Ma, L He - Future Generation Computer …, 2022 - Elsevier
Abstract Machine learning has become the state-of-the-art technique for many tasks
including computer vision, natural language processing, speech processing tasks, etc …

A systematic review of personal thermal comfort models

LA Martins, V Soebarto, T Williamson - Building and Environment, 2022 - Elsevier
Personal comfort models have shown to predict specific thermal comfort requirements more
accurately than aggregate models, increasing occupant acceptability and associated energy …

[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 …

Potential of artificial intelligence in reducing energy and carbon emissions of commercial buildings at scale

C Ding, J Ke, M Levine, N Zhou - Nature Communications, 2024 - nature.com
Artificial intelligence has emerged as a technology to enhance productivity and improve life
quality. However, its role in building energy efficiency and carbon emission reduction has …

Learning-based CO2 concentration prediction: Application to indoor air quality control using demand-controlled ventilation

S Taheri, A Razban - Building and Environment, 2021 - Elsevier
There have been increasing concerns over the air quality inside buildings as high levels of
bio-effluents can cause nausea, dizziness, headaches, and fatigue to the people working in …

Measuring the right factors: A review of variables and models for thermal comfort and indoor air quality

N Ma, D Aviv, H Guo, WW Braham - Renewable and Sustainable Energy …, 2021 - Elsevier
The indoor environment directly affects health and comfort as humans spend most of the day
indoors. However, improperly controlled ventilation systems can expend unnecessary …

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 …

Smart Home Energy Management Systems in Internet of Things networks for green cities demands and services

MS Aliero, KN Qureshi, MF Pasha, G Jeon - Environmental Technology & …, 2021 - Elsevier
Today, 44% of global energy has been derived from fossil fuel, which currently poses a
threat to inhabitants and well-being of the environment. In a recent investigation of the global …

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 …

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 …