IoT-based occupancy monitoring techniques for energy-efficient smart buildings

K Akkaya, I Guvenc, R Aygun, N Pala… - 2015 IEEE Wireless …, 2015 - ieeexplore.ieee.org
With the proliferation of Internet of Things (IoT) devices such as smartphones, sensors,
cameras, and RFIDs, it is possible to collect massive amount of data for localization and …

Good to see you again: Capture and recapture method on mobile devices to estimate occupancy profiles

JY Park, E Mbata, Z Nagy - Proceedings of the 6th ACM International …, 2019 - dl.acm.org
Occupancy based controls can save 20-50% of the energy use in buildings. Thus, various
data acquisition techniques to gather occupancy information have been developed. Recent …

Automated Residential Energy Audits Using a Smart WiFi Thermostat-Enabled Data Mining Approach

A Alanezi, KP Hallinan, K Huang - Energies, 2021 - mdpi.com
Smart WiFi thermostats, when they first reached the market, were touted as a means for
achieving substantial heating and cooling energy cost savings. These savings did not …

Using smart-wifi thermostat data to improve prediction of residential energy consumption and estimation of savings

A Alanezi, K P. Hallinan, R Elhashmi - Energies, 2021 - mdpi.com
Energy savings based upon use of smart WiFi thermostats ranging from 10 to 15% have
been documented, as new features such as geofencing have been added. Here, a new …

Occupancy estimation using only WiFi power measurements

S Depatla, A Muralidharan… - IEEE Journal on Selected …, 2015 - ieeexplore.ieee.org
In this paper, we are interested in counting the total number of people walking in an area
based on only WiFi received signal strength indicator (RSSI) measurements between a pair …

Smart wifi thermostat-enabled thermal comfort control in residences

R Lou, KP Hallinan, K Huang, T Reissman - Sustainability, 2020 - mdpi.com
The present research leverages prior works to automatically estimate wall and ceiling R-
values using a combination of a smart WiFi thermostat, building geometry, and historical …

Occupancy estimation in semi-public spaces using sensor fusion and context awareness

P Gaonkar, J Bapat, D Das… - 2019 IEEE Region 10 …, 2019 - ieeexplore.ieee.org
Accurate occupancy estimation is of great importance in managing indoor comfort demands
and energy costs in semi-public buildings like academic institutes, offices, etc. Large spaces …

Occupancy estimation using wifi motion detection via supervised machine learning algorithms

M Azam, M Blayo, JS Venne… - 2019 ieee global …, 2019 - ieeexplore.ieee.org
WiFi signals have tendency of getting disturbed by the motion of occupants and other
movements in a zone. If we measure the level of this variation, it can represent the human …

ENERNET: Studying the dynamic relationship between building occupancy and energy consumption

C Martani, D Lee, P Robinson, R Britter, C Ratti - Energy and Buildings, 2012 - Elsevier
With cities accounting for approximately two thirds of the global demand for energy, there is
significant scope to optimize energy usage of cities, in particular by improving the use of the …

Occupancy estimation using WiFi: A case study for counting passengers on busses

U Mehmood, I Moser, PP Jayaraman… - 2019 IEEE 5th World …, 2019 - ieeexplore.ieee.org
Occupancy estimation in public busses is growing in importance due to its usefulness in
planning public transport systems effectively. Bus occupancy data can be used in real time …