Day-ahead prediction of building occupancy using WiFi signals
Advance knowledge of occupancy in commercial buildings facilitates implementation of
occupant-centric control schemes that reduce energy use and increase comfort. However …
occupant-centric control schemes that reduce energy use and increase comfort. However …
Occupancy prediction through Markov based feedback recurrent neural network (M-FRNN) algorithm with WiFi probe technology
Accurate occupancy prediction can improve facility control and energy efficiency of
buildings. In recent years, buildings' exiting WiFi infrastructures have been widely studied in …
buildings. In recent years, buildings' exiting WiFi infrastructures have been widely studied in …
[PDF][PDF] Machine learning empowered occupancy sensing for smart buildings
Over half of the global electricity consumption is attributed to buildings, which are often
operated poorly from an energy perspective. Significant improvements in energy efficiency …
operated poorly from an energy perspective. Significant improvements in energy efficiency …
Real-time occupancy estimation using WiFi network to optimize HVAC operation
Commercial and residential buildings consume about 27% of total energy used in the US,
out of which nearly half is consumed by commercial building sector and it expected to grow …
out of which nearly half is consumed by commercial building sector and it expected to grow …
Non-intrusive multi-modal estimation of building occupancy
Estimation of building occupancy has emerged as an important research problem with
applications ranging from building energy efficiency, control and automation, safety …
applications ranging from building energy efficiency, control and automation, safety …
Enabling Ubiquitous Occupancy Detection in Smart Buildings: A WiFi FTM-Based Approach
Occupancy information is an essential primitive for a wide range of applications like building
energy management, security, and behavior analysis. However, balancing accuracy and …
energy management, security, and behavior analysis. However, balancing accuracy and …
A framework to identify key occupancy indicators for optimizing building operation using WiFi connection count data
Adapting building systems' operation to occupancy variations can provide significant energy
savings, but this is typically constrained by the unavailability of occupancy information …
savings, but this is typically constrained by the unavailability of occupancy information …
Non-intrusive occupancy sensing in commercial buildings
Buildings accounted for half of global electricity consumption in recent years. Accurate
occupancy information could improve the energy efficiency and reduce the energy …
occupancy information could improve the energy efficiency and reduce the energy …
[PDF][PDF] Occupancy estimation using low-cost wi-fi sniffers
P Galluzzi, E Longo, AEC Redondi… - arXiv preprint arXiv …, 2019 - academia.edu
Real-time measurements on the occupancy status of indoor and outdoor spaces can be
exploited in many scenarios (HVAC and lighting system control, building energy …
exploited in many scenarios (HVAC and lighting system control, building energy …
Occupancy estimation using wifi motion detection via supervised machine learning algorithms
M Azam, M Blayo, JS Venne… - 2019 ieee global …, 2019 - ieeexplore.ieee.org
WiFi signals have tendency of getting disturbed by the motion of occupants and other
movements in a zone. If we measure the level of this variation, it can represent the human …
movements in a zone. If we measure the level of this variation, it can represent the human …