Computer Science and Information Systems 2013 Volume 10, Issue 1, Pages: 423-452
https://doi.org/10.2298/CSIS120531010M
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Cited by
System design for passive human detection using principal components of the signal strength space
Mrazovac Bojan (Faculty of Technical Sciences, Novi Sad)
Bjelica Milan Z. (Faculty of Technical Sciences, Novi Sad)
Kukolj Dragan (Faculty of Technical Sciences, Novi Sad)
Todorović Branislav M. (RT-RK, Institute for Computer Based Systems, Novi Sad)
Vukosavljev Saša (RT-RK, Institute for Computer Based Systems, Novi Sad)
In this article, device-free human presence detection method based on
principal components analysis of the radio signal strength variations is
proposed. The method increases user awareness for automated power management
interaction in residential power saving systems. Motivation comes from a need
for decreasing the installation complexity and development costs induced by
the integration of specific human presence detection sensors. The method
exploits the fact that a human body interferes with radio signals by
introducing irregularities in the radio signature which indicate possible
human presence. By analyzing radio signals between radio transceivers
embedded in 2.4 GHz wireless power outlets, the original environment is not
visually modified and a certain level of sensorial intelligence is introduced
without additional sensors. The analysis of the signal strength variations in
principal components space enhances the detection accuracy level of human
presence detection method, retaining low installation costs and improving
overall energy conservation.
Keywords: energy awareness, human presence detection, principal components analysis, radio irregularity, RSSI, smart outlets, Zigbee
Projekat Ministarstva nauke Republike Srbije,
br. TR-32029 and by the Secretary of Science and Technology Development of
the Province of Vojvodina under Grant 114-451-2434/2011-03