[HTML][HTML] Energy modelling and control of building heating and cooling systems with data-driven and hybrid models—A review
Implementing an efficient control strategy for heating, ventilation, and air conditioning
(HVAC) systems can lead to improvements in both energy efficiency and thermal …
(HVAC) systems can lead to improvements in both energy efficiency and thermal …
[HTML][HTML] Deep and transfer learning for building occupancy detection: A review and comparative analysis
The building internet of things (BIoT) is quite a promising concept for curtailing energy
consumption, reducing costs, and promoting building transformation. Besides, integrating …
consumption, reducing costs, and promoting building transformation. Besides, integrating …
Computer vision to advance the sensing and control of built environment towards occupant-centric sustainable development: A critical review
As urban development progresses, the built environment control has faced more critical
challenges in improving energy efficiency, air quality, and environmental comfort. Occupant …
challenges in improving energy efficiency, air quality, and environmental comfort. Occupant …
[HTML][HTML] State-of-the-art review of occupant behavior modeling and implementation in building performance simulation
Occupant Behavior (OB) is one of the major drivers of building energy consumption.
However, OB is usually oversimplified in Building Performance Simulation (BPS), resulting …
However, OB is usually oversimplified in Building Performance Simulation (BPS), resulting …
[HTML][HTML] From time-series to 2d images for building occupancy prediction using deep transfer learning
Building occupancy information could aid energy preservation while simultaneously
maintaining the end-user comfort level. Energy conservation becomes essential since …
maintaining the end-user comfort level. Energy conservation becomes essential since …
Building occupancy forecasting: A systematical and critical review
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 …
occupancy plays a noteworthy role in the complete life cycle phase of buildings, including …
Occupancy detection and localization strategies for demand modulated appliance control in Internet of Things enabled home energy management system
Smart scheduling of domestic appliances based on user demand is an important aspect of
any home energy management system. Such a demand driven operation can be performed …
any home energy management system. Such a demand driven operation can be performed …
[HTML][HTML] Deep learning and computer vision based occupancy CO2 level prediction for demand-controlled ventilation (DCV)
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 …
approach to assist the operations of demand-controlled ventilation (DCV) systems to ensure …
Federated learning-based short-term building energy consumption prediction method for solving the data silos problem
Transfer learning is an effective method to predict the energy consumption of information-
poor buildings by learning transferable knowledge from operational data of information-rich …
poor buildings by learning transferable knowledge from operational data of information-rich …
A systematic review and comprehensive analysis of building occupancy prediction
T Li, X Liu, G Li, X Wang, J Ma, C Xu, Q Mao - Renewable and Sustainable …, 2024 - Elsevier
Buildings account for a significant portion of the global energy consumption. Forecasting
personnel occupancy is critical for reducing energy consumption in buildings. This study …
personnel occupancy is critical for reducing energy consumption in buildings. This study …