A review of building occupancy measurement systems

K Sun, Q Zhao, J Zou - Energy and Buildings, 2020 - Elsevier
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 …

Estimating occupancy in heterogeneous sensor environment

M Amayri, A Arora, S Ploix, S Bandhyopadyay… - Energy and …, 2016 - Elsevier
A general approach is proposed to determine the common sensors that shall be used to
estimate and classify the approximate number of people (within a range) in a room. The …

[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 …

Application of vision-based occupancy counting method using deep learning and performance analysis

H Choi, CY Um, K Kang, H Kim, T Kim - Energy and Buildings, 2021 - Elsevier
Recently, several researchers have attempted to detect occupancy information and use it to
reduce building energy. Although occupancy counting using a camera and deep learning is …

[PDF][PDF] A multi-sensor based occupancy estimation model for supporting demand driven HVAC operations

Z Yang, N Li, B Becerik-Gerber, M Orosz - Proceedings of the 2012 …, 2012 - Citeseer
A Multi-Sensor Based Occupancy Estimation Model for Supporting Demand Driven HVAC
Operations Page 1 49 [SpringSim pp.98] A Multi-Sensor Based Occupancy Estimation Model for …

IoT-based occupancy monitoring techniques for energy-efficient smart buildings

K Akkaya, I Guvenc, R Aygun, N Pala… - 2015 IEEE Wireless …, 2015 - ieeexplore.ieee.org
With the proliferation of Internet of Things (IoT) devices such as smartphones, sensors,
cameras, and RFIDs, it is possible to collect massive amount of data for localization and …

Deep learning-based real-time building occupancy detection using AMI data

C Feng, A Mehmani, J Zhang - IEEE Transactions on Smart …, 2020 - ieeexplore.ieee.org
Building occupancy patterns facilitate successful development of the smart grid by
enhancing building-to-grid integration efficiencies. Current occupancy detection is limited by …

Virtual occupancy sensing: Using smart meters to indicate your presence

M Jin, R Jia, CJ Spanos - IEEE Transactions on Mobile …, 2017 - ieeexplore.ieee.org
Occupancy detection for buildings is crucial to improving energy efficiency, user comfort, and
space utility. However, existing methods require dedicated system setup, continuous …

Occupancy based demand response HVAC control strategy

VL Erickson, AE Cerpa - Proceedings of the 2nd ACM Workshop on …, 2010 - dl.acm.org
Heating, cooling and ventilation accounts for 30% energy usage and for 50% of the
electricity usage in the United States. Currently, most modern buildings still condition rooms …

A review of smart building sensing system for better indoor environment control

B Dong, V Prakash, F Feng, Z O'Neill - Energy and Buildings, 2019 - Elsevier
This paper aims to provide a systemic review of how indoor sensors influence in managing
optimal energy saving, thermal comfort, visual comfort, and indoor air quality in the built …