[HTML][HTML] Deep and transfer learning for building occupancy detection: A review and comparative analysis
The building internet of things (BIoT) is quite a promising concept for curtailing energy
consumption, reducing costs, and promoting building transformation. Besides, integrating …
consumption, reducing costs, and promoting building transformation. Besides, integrating …
Building occupancy estimation and detection: A review
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 …
number of works have been developed for the estimation and detection of building …
A comprehensive review of approaches to building occupancy detection
Detailed occupancy information in buildings is useful to improve the performance of energy
management systems in order to enable energy consumption savings and maintain …
management systems in order to enable energy consumption savings and maintain …
Occupancy detection of residential buildings using smart meter data: A large-scale study
Abstract Advanced Metering Infrastructures (AMIs) are installed to gather localized and
frequently acquired energy consumption data. Despite many potential benefits, the …
frequently acquired energy consumption data. Despite many potential benefits, the …
Virtual occupancy sensing: Using smart meters to indicate your presence
Occupancy detection for buildings is crucial to improving energy efficiency, user comfort, and
space utility. However, existing methods require dedicated system setup, continuous …
space utility. However, existing methods require dedicated system setup, continuous …
Modeling and simulation of energy-related human-building interaction: A systematic review
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 …
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 …
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 …
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
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 …
(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
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 …
residential buildings in Denmark. The aim is to assess the performance and generalizability …