Device-free occupancy detection and crowd counting in smart buildings with WiFi-enabled IoT

H Zou, Y Zhou, J Yang, CJ Spanos - Energy and Buildings, 2018 - Elsevier
Precise occupancy information is extremely valuable for energy savings and optimization in
the built environment. Building management systems (BMSs) can automatically turn off the …

Freecount: Device-free crowd counting with commodity wifi

H Zou, Y Zhou, J Yang, W Gu, L Xie… - … 2017-2017 IEEE …, 2017 - ieeexplore.ieee.org
In the era of Internet of Things, crowd counting, which estimates the number of people within
a region, becomes the underpinning for many emerging applications, such as occupancy …

Non-intrusive occupancy sensing in commercial buildings

H Zou, H Jiang, J Yang, L Xie, C Spanos - Energy and Buildings, 2017 - Elsevier
Buildings accounted for half of global electricity consumption in recent years. Accurate
occupancy information could improve the energy efficiency and reduce the energy …

Wi-cal: Wifi sensing and machine learning based device-free crowd counting and localization

H Choi, M Fujimoto, T Matsui, S Misaki… - IEEE Access, 2022 - ieeexplore.ieee.org
Wireless sensing represented by WiFi channel state information (CSI) is now enabling
various fields of applications such as person identification, human activity recognition …

A trained-once crowd counting method using differential wifi channel state information

S Di Domenico, M De Sanctis, E Cianca… - Proceedings of the 3rd …, 2016 - dl.acm.org
This paper focuses on the problem of providing a rough count of the number of people in a
room using passive WiFi Channel State Information (CSI) measurements taken by a single …

Estimating indoor occupancy through low-cost BLE devices

F Demrozi, C Turetta, F Chiarani, PH Kindt… - IEEE Sensors …, 2021 - ieeexplore.ieee.org
Detecting the presence of persons and estimating their quantity in an indoor environment
has grown in importance recently. For example, the information if a room is unoccupied can …

DeepCount: Crowd counting with WiFi via deep learning

S Liu, Y Zhao, F Xue, B Chen, X Chen - arXiv preprint arXiv:1903.05316, 2019 - arxiv.org
Recently, the research of wireless sensing has achieved more intelligent results, and the
intelligent sensing of human location and activity can be realized by means of WiFi devices …

Freedetector: Device-free occupancy detection with commodity wifi

H Zou, Y Zhou, J Yang, W Gu, L Xie… - 2017 IEEE …, 2017 - ieeexplore.ieee.org
Occupancy detection is playing a critical role to improve the efficiency of building
management system and optimize personalized thermal comfort, among many other …

Occupancy counting with burst and intermittent signals in smart buildings

BS Ciftler, S Dikmese, İ Güvenç… - IEEE Internet of …, 2017 - ieeexplore.ieee.org
Zone-level occupancy counting is a critical technology for smart buildings and can be used
for applications, such as building energy management, surveillance, and public safety …

Inferring occupant counts from Wi-Fi data in buildings through machine learning

Z Wang, T Hong, MA Piette, M Pritoni - Building and Environment, 2019 - Elsevier
An important approach to curtail building energy consumption is to optimize building control
based on occupancy information. Various studies proposed to estimate occupant counts …