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

KCJ Simma, A Mammoli, SM Bogus - Procedia Computer Science, 2019 - Elsevier
… and HVAC operating schedules using occupancy data from people counting sensors, WiFi
network, and fixed schedule, 3) Perform energy analysis to estimate potential HVAC energy …

ischedule: Campus-scale hvac scheduling via mobile wifi monitoring

A Trivedi, J Gummeson, D Irwin, D Ganesan… - Proceedings of the …, 2017 - dl.acm.org
operate with most modern building management systems that employ schedule-based HVAC
… buildings, our work uses existing wireless networks rather than requiring hard sensors to …

Sentinel: occupancy based HVAC actuation using existing WiFi infrastructure within commercial buildings

B Balaji, J Xu, A Nwokafor, R Gupta… - Proceedings of the 11th …, 2013 - dl.acm.org
… ’s existing WiFi network along with WiFi enabled smartphones … that information to actuate
the HVAC system. We show that … total HVAC power consumption, we operated the HVAC sys…

[PDF][PDF] Effectiveness of using WiFi technologies to detect and predict building occupancy

MM Ouf, MH Issa, A Azzouz, AM Sadick - 2017 - dro.deakin.edu.au
… of HVAC systems to overall buildings’ energy consumption, this study presents a new method
for efficiently operating HVAC … Results of this research showed that WiFi networks can be …

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
HVAC operation schedules. … WiFi networks and building automation systems (BAS) is
assumed as the path forward for utilizing WiFi connection counts data to optimize the HVAC

[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
… sent to the network servers held … network at a given time throughout the day. Such data can
be obtained for any building equipped with a wireless network managed by a central network

A novel operation approach for the energy efficiency improvement of the HVAC system in office spaces through real-time big data analytics

W Li, C Koo, T Hong, J Oh, SH Cha, S Wang - Renewable and Sustainable …, 2020 - Elsevier
… potential in operating the HVAC system. To overcome this challenge, this study aimed to
develop a novel operation approach for the energy efficiency improvement of the HVAC system …

Editorial: Wireless Networks and Their Applications in Building Automation Systems

S Wang - HVAC&R Research, 2008 - Taylor & Francis
… hands-free operations. It can support a limited number of … a practical solution for many wireless
HVAC I/O applications with … WiFi networks are just the infrastructure of the entire building …

[HTML][HTML] Self-learning algorithm to predict indoor temperature and cooling demand from smart WiFi thermostat in a residential building

K Huang, KP Hallinan, R Lou, A Alanezi, S Alshatshati… - Sustainability, 2020 - mdpi.com
… the HVAC system and operate based upon user-defined set point schedules. Smart WiFi
thermostats … In this research, three deep learning neural network algorithms are considered for …

Measuring and monitoring occupancy with an RFID based system for demand-driven HVAC operations

N Li, G Calis, B Becerik-Gerber - Automation in construction, 2012 - Elsevier
… work procedures are examined, major energy consumers in HVAC systems … HVAC systems
by integration of the occupancy detection system and the demand-driven HVAC operation