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 …

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

J **e, 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 …

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 …

A global building occupant behavior database

B Dong, Y Liu, W Mu, Z Jiang, P Pandey, T Hong… - Scientific data, 2022 - nature.com
This paper introduces a database of 34 field-measured building occupant behavior datasets
collected from 15 countries and 39 institutions across 10 climatic zones covering various …

Challenges and opportunities for integrating BIM and LCA: Methodological choices and framework development

K Safari, H AzariJafari - Sustainable Cities and Society, 2021 - Elsevier
The main objectives of this review are to identify the advanced strategies and research gaps
in the integration of BIM-LCA approaches and to propose research opportunities for …

[HTML][HTML] State-of-the-art review of occupant behavior modeling and implementation in building performance simulation

O Ahmed, N Sezer, M Ouf, LL Wang… - … and Sustainable Energy …, 2023 - Elsevier
Occupant Behavior (OB) is one of the major drivers of building energy consumption.
However, OB is usually oversimplified in Building Performance Simulation (BPS), resulting …

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 …

Personal thermal comfort models using digital twins: Preference prediction with BIM-extracted spatial–temporal proximity data from Build2Vec

MM Abdelrahman, A Chong, C Miller - Building and Environment, 2022 - Elsevier
Conventional thermal preference prediction in buildings has limitations due to the difficulty in
capturing all environmental and personal factors. New model features can improve the …