[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 …

[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 …

[HTML][HTML] Deep and transfer learning for building occupancy detection: A review and comparative analysis

AN Sayed, Y Himeur, F Bensaali - Engineering Applications of Artificial …, 2022 - Elsevier
The building internet of things (BIoT) is quite a promising concept for curtailing energy
consumption, reducing costs, and promoting building transformation. Besides, integrating …

A systematic review of building energy sufficiency towards energy and climate targets

S Hu, X Zhou, D Yan, F Guo, T Hong, Y Jiang - Renewable and Sustainable …, 2023 - Elsevier
Among the sufficiency, efficiency, and renewable frameworks for reducing energy use and
energy-related carbon emissions, Building Energy Sufficiency (BES) is gaining attention …

A survey of data fusion in smart city applications

BPL Lau, SH Marakkalage, Y Zhou, NU Hassan… - Information …, 2019 - Elsevier
The advancement of various research sectors such as Internet of Things (IoT), Machine
Learning, Data Mining, Big Data, and Communication Technology has shed some light in …

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 …

Modeling occupant behavior in buildings

S Carlucci, M De Simone, SK Firth, MB Kjærgaard… - Building and …, 2020 - Elsevier
In the last four decades several methods have been used to model occupants' presence and
actions (OPA) in buildings according to different purposes, available computational power …

Data requirements and performance evaluation of model predictive control in buildings: A modeling perspective

S Zhan, A Chong - Renewable and Sustainable Energy Reviews, 2021 - Elsevier
Abstract Model predictive control (MPC) has shown great potential in improving building
performance and saving energy. However, after over 20 years of research, it is yet to be …

Sensor impacts on building and HVAC controls: A critical review for building energy performance

Y Bae, S Bhattacharya, B Cui, S Lee, Y Li… - Advances in Applied …, 2021 - Elsevier
Building operations rely heavily on control systems and sensors. This paper provides a
sophisticated literature review on sensor systems in building/HVAC systems, particularly in …

[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 …