Integrated sensor data processing for occupancy detection in residential buildings

C Wang, J Jiang, T Roth, C Nguyen, Y Liu, H Lee - Energy and buildings, 2021 - Elsevier
Based on the data from US Energy Information Administration (EIA), the total annual energy
consumed by buildings in the United States has increased by 325% over the past 70 years …

Edge-based real-time occupancy detection system through a non-intrusive sensing system

AN Sayed, F Bensaali, Y Himeur, M Houchati - Energies, 2023 - mdpi.com
Building automation and the advancement of sustainability and safety in internal spaces
benefit significantly from occupancy sensing. While particular traditional Machine Learning …

A comprehensive review of approaches to building occupancy detection

L Rueda, K Agbossou, A Cardenas, N Henao… - Building and …, 2020 - Elsevier
Detailed occupancy information in buildings is useful to improve the performance of energy
management systems in order to enable energy consumption savings and maintain …

[HTML][HTML] Occupancy estimation with environmental sensors: the possibilities and limitations

S Chitnis, N Somu, A Kowli - Energy and Built Environment, 2023 - Elsevier
Occupancy detection and estimation in buildings paves the way to improve the utilization of
lighting and HVAC systems, induce energy savings and enhance the well-being of the …

Occupancy detection systems for indoor environments: A survey of approaches and methods

D Trivedi, V Badarla - Indoor and Built Environment, 2020 - journals.sagepub.com
Utilization of smart services for indoor environments has gained extensive interest in the
past decade due to the resulting increases in energy savings, user comfort and degree of …

Thermal-sensor-based occupancy detection for smart buildings using machine-learning methods

H Zhao, Q Hua, HB Chen, Y Ye, H Wang… - ACM Transactions on …, 2018 - dl.acm.org
In this article, we propose a novel approach to detect the occupancy behavior of a building
through the temperature and/or possible heat source information. The new method can be …

[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 …

A systematic approach to occupancy modeling in ambient sensor-rich buildings

Z Yang, N Li, B Becerik-Gerber, M Orosz - Simulation, 2014 - journals.sagepub.com
With ever-rising energy demand and diminishing sources of inexpensive energy resources,
energy conservation has become an increasingly important topic. Building heating …

Fusion of nonintrusive environmental sensors for occupancy detection in smart homes

L Zimmermann, R Weigel… - IEEE Internet of Things …, 2017 - ieeexplore.ieee.org
We presented an approach to detect and count occupants using a fusion of environmental
sensors from an indoor air quality measurement system. Environmental sensors, as …

Multimodal sensor fusion framework for residential building occupancy detection

SY Tan, M Jacoby, H Saha, A Florita, G Henze… - Energy and …, 2022 - Elsevier
For several years now, smart building energy systems have been a research area of
intensive activity. In light of the increasing need for sustainable buildings and energy …