[PDF][PDF] Wi-Fi router network-based occupancy estimation to optimize HVAC energy consumption

KCJ Simma, SM Bogus, A Mammoli - Proceedings of the CSCE …, 2019 - researchgate.net
More than half of the commercial building stock in the United States was built before 1980
prior to the increased focus on energy efficiency. In the current age of Smart and Green …

Real-time occupancy estimation using WiFi network to optimize HVAC operation

KCJ Simma, A Mammoli, SM Bogus - Procedia Computer Science, 2019 - Elsevier
Commercial and residential buildings consume about 27% of total energy used in the US,
out of which nearly half is consumed by commercial building sector and it expected to grow …

[PDF][PDF] Occupancy estimation using low-cost wi-fi sniffers

P Galluzzi, E Longo, AEC Redondi… - arXiv preprint arXiv …, 2019 - academia.edu
Real-time measurements on the occupancy status of indoor and outdoor spaces can be
exploited in many scenarios (HVAC and lighting system control, building energy …

Towards an occupancy-enhanced building HVAC control strategy using Wi-Fi probe request information

X Li, X Liu, Z Qian - Computing in Civil Engineering 2017, 2017 - ascelibrary.org
In the US, 2011, heating, ventilation, and air conditioning (HVAC) systems in buildings took
nearly 20% of total energy consumption. To improve the efficiency of HVAC system and save …

Privacy-friendly wi-fi-based occupancy estimation with minimal resources

E Makri, J ten Brinke, R Evers, P Man… - International Journal of …, 2018 - igi-global.com
Occupancy estimation is becoming an increasingly popular research topic, as solutions can
be deployed both to the challenges of demand-driven ambient comfort control applications …

A framework to identify key occupancy indicators for optimizing building operation using WiFi connection count data

N Alishahi, M Nik-Bakht, MM Ouf - Building and Environment, 2021 - Elsevier
Adapting building systems' operation to occupancy variations can provide significant energy
savings, but this is typically constrained by the unavailability of occupancy information …

HVAC scheduling based on Wi-Fi derived occupancy

K Nweye, Z Nagy - Proceedings of the 7th ACM international conference …, 2020 - dl.acm.org
This poster showcases the integration of building management system data with Wi-Fi
derived occupancy data to calibrate a building energy model for energy performance …

Inferring occupant counts from Wi-Fi data in buildings through machine learning

Z Wang, T Hong, MA Piette, M Pritoni - Building and Environment, 2019 - Elsevier
An important approach to curtail building energy consumption is to optimize building control
based on occupancy information. Various studies proposed to estimate occupant counts …

Improving residential building energy simulations through occupancy data derived from commercial off-the-shelf Wi-Fi sensing technology

SS Abolhassani, A Zandifar, N Ghourchian… - Energy and …, 2022 - Elsevier
One of the main required actions for moving forward in zero-carbon cities' mission is to
increase building energy efficiency. Building energy simulations are key tools for HVAC …

Opportunistic occupancy-count estimation using sensor fusion: A case study

BW Hobson, D Lowcay, HB Gunay, A Ashouri… - Building and …, 2019 - Elsevier
Estimation of occupancy counts in commercial and institutional buildings enables enhanced
energy-use management and workspace allocation. This paper presents the analysis of cost …