Title :
Reaching the next level of indoor human presence detection: An RF based solution
Author :
Mrazovac, Bojan ; Todorovic, Branislav M. ; Bjelica, M.Z. ; Kukolj, Dragan
Author_Institution :
Fac. of Tech. Sci., Univ. of Novi Sad, Novi Sad, Serbia
Abstract :
The presence of a human in the vicinity of radio transceivers results in radio signal strength variations at the receiver´s input. Therefore, human presence in an indoor environment can be recognized by analyzing and quantifying irregularities in the radio signature. In order to quantify the information in terms of human presence, we present a novel human presence detection method based on information entropy extracted from a sequence of received signal strength samples. As opposed to existing smart home solutions that incorporate a complex set of sensors for human detection, the proposed method is solely based on radio irregularity phenomenon, without modifying the original environment. An additional level of sensor intelligence is introduced without sensors and installation costs, or specific training procedures for end-consumers.
Keywords :
indoor communication; radio transceivers; radiofrequency interference; signal detection; RF based solution; human detection sensor; indoor human presence detection; information entropy; radio irregularity phenomenon; radio signal strength variation; radio signature irregularity; radio transceiver; received signal strength; Accuracy; Information entropy; Monitoring; Sensors; Vectors; Wireless communication; Wireless sensor networks; Human presence detection; device-free detection; information entropy; principal components analysis; rssi;
Conference_Titel :
Telecommunication in Modern Satellite, Cable and Broadcasting Services (TELSIKS), 2013 11th International Conference on
Conference_Location :
Nis
Print_ISBN :
978-1-4799-0899-8
DOI :
10.1109/TELSKS.2013.6704936