[HTML][HTML] A review on occupancy prediction through machine learning for enhancing energy efficiency, air quality and thermal comfort in the built environment
The occupants' presence, activities, and behaviour can significantly impact the building's
performance and energy efficiency. Currently, heating, ventilation, and air-conditioning …
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
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 …
Smart Home Energy Management Systems in Internet of Things networks for green cities demands and services
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 …
threat to inhabitants and well-being of the environment. In a recent investigation of the global …
Building occupancy estimation and detection: A review
Building occupancy is of great importance for energy efficient control of buildings. A large
number of works have been developed for the estimation and detection of building …
number of works have been developed for the estimation and detection of building …
A review of studies applying machine learning models to predict occupancy and window-opening behaviours in smart buildings
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 …
predict occupancy and window-opening behaviour and their application in smart buildings …
Data driven indoor air quality prediction in educational facilities based on IoT network
The approach to the built environment as a container of human activities has been severely
outdated with a new vision that puts the user, his/her well-being and his/her experience, at …
outdated with a new vision that puts the user, his/her well-being and his/her experience, at …
Review on occupancy detection and prediction in building simulation
Y Ding, S Han, Z Tian, J Yao, W Chen, Q Zhang - Building Simulation, 2022 - Springer
Energy simulation results for buildings have significantly deviated from actual consumption
because of the uncertainty and randomness of occupant behavior. Such differences are …
because of the uncertainty and randomness of occupant behavior. Such differences are …
A review of building occupancy measurement systems
The human dimension information is crucial for efficient building energy saving, health and
productivity, comfort conditions and security management. A great number of studies have …
productivity, comfort conditions and security management. A great number of studies have …
The nexus of the indoor CO2 concentration and ventilation demands underlying CO2-based demand-controlled ventilation in commercial buildings: A critical review
Abstract The carbon dioxide (CO 2)-based demand-controlled ventilation (DCV) has
attracted prompt attention from the Heating, Ventilation, and Air-Conditioning (HVAC) …
attracted prompt attention from the Heating, Ventilation, and Air-Conditioning (HVAC) …
A review of occupancy-based building energy and IEQ controls and its future post-COVID
Occupancy schedules and density can have a substantial influence on building plug,
lighting, and air conditioning energy usage. In recent years, the study related to occupancy …
lighting, and air conditioning energy usage. In recent years, the study related to occupancy …