Auxiliary-LSTM based floor-level occupancy prediction using Wi-Fi access point logs

O Ahmad, B Farooq - Journal of Smart Cities and Society, 2022 - content.iospress.com
Smart city concepts have gained increased traction over the years. The advances in
technology such as the Internet of things (IoT) networks and their large-scale implementation …

Localization and Counting of Indoor Populations on a University Campus using Wi-Fi Connection Logs and Floor Plans

L Carroll-Woolery - 2023 - uwspace.uwaterloo.ca
The localization and counting of persons in indoor spaces is an area of extensive research.
Indoor population metrics can inform energy conservation, health and safety, security …

[PDF][PDF] Data-driven Methods for the Reduction of Energy Consumption in Warehouse

I Shaer, A Shami - researchgate.net
On a global scale, buildings account for a significant portion of energy consumption and
CO2 emissions, contributing to inclement environmental conditions. The Heating …

Harvesting the low-hanging fruit of high energy savings--Virtual Occupancy using Wi-Fi Data

C Clark, A Prakash, M Pritoni, M Kloss, P Gupta… - 2023 - escholarship.org
Approximately 20% of primary energy consumed in the US is attributed to HVAC use.
Ideally, HVAC operation would be driven by actual building occupancy, but lack of reliable …

Investigating the correlation dynamism between WiFi connection counts and camera-based occupancy counts

N Alishahi, MM Ouf, M Nik-Bakht - Building Simulation 2021, 2021 - publications.ibpsa.org
WiFi connection counts were previously suggested as a reliable proxy for occupancy pattern
identification, to optimize building systems' operation. However, validating and calibrating …

Analyzing WiFi connection counts in commercial/institutional buildings to estimate/predict occupancy patterns for optimizing buildings' systems operation

N Alishahi - 2021 - spectrum.library.concordia.ca
Accurate occupancy information can help in optimizing the operation of building systems. To
obtain this information, previous studies suggested using WiFi connection counts due to …

[PDF][PDF] Wi-Fi Location-Based Services (LBS) for Occupancy Sensing in Buildings: A Technical Overview

LS Shen, D Sui, C Plum, M Kirk - 2020 - mncee.org
Many commercial buildings currently use motion sensing via passive infrared (PIR) sensing
to detect occupant presence (often for lighting control and building automation system [BAS] …

Using Wi-Fi Location-Based Services (LBS) for Commercial Building Occupancy Sensing

M Kirk, D Sui, R Lysholm, L Shen, B Bartling, L Shaver… - 2022 - osti.gov
From May 2019 through October 2022, this DOE-funded project investigated and
demonstrated the use of Wi-Fi Location-Based Services (LBS) to perform occupancy …

Harvesting the low-hanging fruit of high energy savings--Virtual Occupancy using Wi-Fi Data

M Pritoni, C Clark, A Prakash, M Kloss, P Gupta… - 2020 - osti.gov
Approximately 20% of primary energy consumed in the US is attributed to HVAC use.
Ideally, HVAC operation would be driven by actual building occupancy, but lack of reliable …

Evaluating Smart House Adaptability Potentials of Residential Buildings in Famagusta, North Cyprus

N Esmaili - 2020 - i-rep.emu.edu.tr
Future of buildings and the built environment is a predictable term. Predicting the future of
building design is mainly related to the developments in Internet of Things (IT) and new …