[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 …

Building occupancy estimation and detection: A review

Z Chen, C Jiang, L Xie - Energy and Buildings, 2018 - Elsevier
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 …

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 …

Occupancy detection of residential buildings using smart meter data: A large-scale study

R Razavi, A Gharipour, M Fleury, IJ Akpan - Energy and Buildings, 2019 - Elsevier
Abstract Advanced Metering Infrastructures (AMIs) are installed to gather localized and
frequently acquired energy consumption data. Despite many potential benefits, the …

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 …

Modeling and simulation of energy-related human-building interaction: A systematic review

S Norouziasl, A Jafari, Y Zhu - Journal of Building Engineering, 2021 - Elsevier
Building energy use is highly sensitive to its occupants' energy-related behavior, including
their presence and interaction with different building systems. The modeling and simulation …

Review of results on smart‐meter privacy by data manipulation, demand shaping, and load scheduling

F Farokhi - IET Smart Grid, 2020 - Wiley Online Library
Simple analysis of energy consumption patterns recorded by smart meters can be used to
deduce household occupancy. With access to higher‐resolution smart‐meter readings, we …

Exploring zero-training algorithms for occupancy detection based on smart meter measurements

V Becker, W Kleiminger - Computer Science-Research and Development, 2018 - Springer
Detecting the occupancy in households is becoming increasingly important for enabling
context-aware applications in smart homes. For example, smart heating systems, which aim …

[HTML][HTML] Increased Understanding of Building Operational Performance Through Occupant-Centric Key Performance Indicators

KH Andersen, H Johra, L Rohde… - Energy and …, 2024 - Elsevier
This article introduces a novel framework for Occupant-Centric Key Performance Indicators
(OC KPIs) which aims to increase the understanding of building performance by aligning …

[HTML][HTML] Exploring occupant detection model generalizability for residential buildings using supervised learning with IEQ sensors

KH Andersen, H Johra, M Schaffer… - Building and …, 2024 - Elsevier
This study explores two modeling approaches for occupancy detection at room level for
residential buildings in Denmark. The aim is to assess the performance and generalizability …