Passive Presence Detection Algorithm for Wi-Fi Sensing

In this paper, we derive a signal processing algorithm that enables a Wi-Fi station to passively detect the presence of a potential user in its vicinity. It is assumed that the potential user either doesn’t carry a Wi-Fi device or, if it does, that its device does not participate in the detection pr...

Full description

Bibliographic Details
Main Authors: A. Lomayev, C. R. C. M. da Silva, A. Maltsev, C. Cordeiro, A. S. Sadri
Format: Article
Language:English
Published: Spolecnost pro radioelektronicke inzenyrstvi 2020-09-01
Series:Radioengineering
Subjects:
Online Access:https://www.radioeng.cz/fulltexts/2020/20_03_0540_0547.pdf
id doaj-45cd9f6f7fa1401f886d3c905fe78f20
record_format Article
spelling doaj-45cd9f6f7fa1401f886d3c905fe78f202020-11-25T03:29:08ZengSpolecnost pro radioelektronicke inzenyrstviRadioengineering1210-25122020-09-01293540547Passive Presence Detection Algorithm for Wi-Fi SensingA. LomayevC. R. C. M. da SilvaA. MaltsevC. CordeiroA. S. SadriIn this paper, we derive a signal processing algorithm that enables a Wi-Fi station to passively detect the presence of a potential user in its vicinity. It is assumed that the potential user either doesn’t carry a Wi-Fi device or, if it does, that its device does not participate in the detection procedure. Passive presence detection is performed by the station by means of tracking over time channel estimates obtained with packets transmitted by one or more stations in the Wi-Fi network, and determining when the user presence impacts the received signals. The proposed algorithm performs binary hypothesis testing and decides if a potential user is in the vicinity of the Wi-Fi station. It uses an estimate of the dynamic channel component power as the test statistic and compares it to a predefined threshold. As formulated in the paper, to increase the detection reliability, the power of the dynamic channel component is maximized by using an optimization procedure. Experimental results obtained with off-the-shelf Wi-Fi devices and with the proposed algorithm are presented which demonstrate the validity of the analytical formulation, as well as the feasibility of performing passive presence detection using a Wi-Fi network. In controlled residential and enterprise settings, the proposed algorithm provided a detection rate of 99.7% for a false alarm rate of less than 1%.https://www.radioeng.cz/fulltexts/2020/20_03_0540_0547.pdfpassive presence detectionmotion detectionwi-fi sensingbinary hypothesis testingchannel state information
collection DOAJ
language English
format Article
sources DOAJ
author A. Lomayev
C. R. C. M. da Silva
A. Maltsev
C. Cordeiro
A. S. Sadri
spellingShingle A. Lomayev
C. R. C. M. da Silva
A. Maltsev
C. Cordeiro
A. S. Sadri
Passive Presence Detection Algorithm for Wi-Fi Sensing
Radioengineering
passive presence detection
motion detection
wi-fi sensing
binary hypothesis testing
channel state information
author_facet A. Lomayev
C. R. C. M. da Silva
A. Maltsev
C. Cordeiro
A. S. Sadri
author_sort A. Lomayev
title Passive Presence Detection Algorithm for Wi-Fi Sensing
title_short Passive Presence Detection Algorithm for Wi-Fi Sensing
title_full Passive Presence Detection Algorithm for Wi-Fi Sensing
title_fullStr Passive Presence Detection Algorithm for Wi-Fi Sensing
title_full_unstemmed Passive Presence Detection Algorithm for Wi-Fi Sensing
title_sort passive presence detection algorithm for wi-fi sensing
publisher Spolecnost pro radioelektronicke inzenyrstvi
series Radioengineering
issn 1210-2512
publishDate 2020-09-01
description In this paper, we derive a signal processing algorithm that enables a Wi-Fi station to passively detect the presence of a potential user in its vicinity. It is assumed that the potential user either doesn’t carry a Wi-Fi device or, if it does, that its device does not participate in the detection procedure. Passive presence detection is performed by the station by means of tracking over time channel estimates obtained with packets transmitted by one or more stations in the Wi-Fi network, and determining when the user presence impacts the received signals. The proposed algorithm performs binary hypothesis testing and decides if a potential user is in the vicinity of the Wi-Fi station. It uses an estimate of the dynamic channel component power as the test statistic and compares it to a predefined threshold. As formulated in the paper, to increase the detection reliability, the power of the dynamic channel component is maximized by using an optimization procedure. Experimental results obtained with off-the-shelf Wi-Fi devices and with the proposed algorithm are presented which demonstrate the validity of the analytical formulation, as well as the feasibility of performing passive presence detection using a Wi-Fi network. In controlled residential and enterprise settings, the proposed algorithm provided a detection rate of 99.7% for a false alarm rate of less than 1%.
topic passive presence detection
motion detection
wi-fi sensing
binary hypothesis testing
channel state information
url https://www.radioeng.cz/fulltexts/2020/20_03_0540_0547.pdf
work_keys_str_mv AT alomayev passivepresencedetectionalgorithmforwifisensing
AT crcmdasilva passivepresencedetectionalgorithmforwifisensing
AT amaltsev passivepresencedetectionalgorithmforwifisensing
AT ccordeiro passivepresencedetectionalgorithmforwifisensing
AT assadri passivepresencedetectionalgorithmforwifisensing
_version_ 1724580365711966208