Modelling of the floor effects in device-free radio localization applications

被引:2
|
作者
Fieramosca, Federica [1 ]
Rampa, Vittorio [2 ]
Savazzi, Stefano [2 ]
D'Amico, Michele [1 ]
机构
[1] Politecn Milan, DEIB, Milan, Italy
[2] CNR, IEIIT, Milan, Italy
来源
2023 17TH EUROPEAN CONFERENCE ON ANTENNAS AND PROPAGATION, EUCAP | 2023年
关键词
EM body model; scalar diffraction; antenna radiation pattern; passive radio sensing; device-free radio sensing; HUMAN-BODY;
D O I
10.23919/EuCAP57121.2023.10133182
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Device-free localization (DFL) systems exploit the human-induced perturbations of the electromagnetic (EM) fields as a privacy-preserving sensing tool for passive detection, recognition, localization, and tracking. Without wearing any electronic device, the monitored subjects (targets) modify the EM field (e.g., the Received Signal Strength - RSS) in a way that depends on their location relative to the wireless devices. Thus, DFL systems exploit specific radio maps to reconstruct the body-induced alterations of the EM field and enable motion tracking. These maps can be learned from training data or obtained from a physical/EM model. Practical EM models are based on the scalar diffraction theory and predict the impact of subject motions on the radio propagation without requiring time-consuming computations. However, they are often limited by free-space propagation assumptions that are unsuitable for complex environments characterized by significant multipath effects. This paper discusses and extends the generic diffraction-based models by considering also the floor influence in indoor scenarios. The proposed model is validated by EM simulations and experiments. The impact of this model on the statistical characterization of the RSS is also analyzed for selected target locations.
引用
收藏
页数:5
相关论文
共 50 条
  • [1] Electromagnetic models for Device-Free Localization applications
    Rampa, V.
    Gentili, G. G.
    Savazzi, S.
    D'Amico, M.
    PROCEEDINGS OF THE 2017 IEEE-APS TOPICAL CONFERENCE ON ANTENNAS AND PROPAGATION IN WIRELESS COMMUNICATIONS (APWC), 2017, : 4 - 7
  • [2] Device-free Multiple People Localization through Floor Vibration
    Shi, Laixi
    Mirshekari, Mostafa
    Fagert, Jonathon
    Chi, Yuejie
    Noh, Hae Young
    Zhang, Pei
    Pan, Shijia
    PROCEEDINGS OF THE 1ST ACMWORKSHOP ON DEVICE-FREE HUMAN SENSING (DFHS 19), 2019, : 57 - 61
  • [3] Demonstrating Device-free Localization based on Radio Tomographic Imaging
    Sood, Pranay
    Dubey, Amartansh
    Chiu, Chi-Yuk
    Murch, Ross
    2020 IEEE INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION AND NORTH AMERICAN RADIO SCIENCE MEETING, 2020, : 1227 - 1228
  • [4] Synthetic Generation of Radio Maps for Device-Free Passive Localization
    Eleryan, Ahmed
    Elsabagh, Mohamed
    Youssef, Moustafa
    2011 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE (GLOBECOM 2011), 2011,
  • [5] CapLoc: Capacitive Sensing Floor for Device-Free Localization and Fall Detection
    Faulkner, Nathaniel
    Parr, Baden
    Alam, Fakhrul
    Legg, Mathew
    Demidenko, Serge
    IEEE ACCESS, 2020, 8 : 187353 - 187364
  • [6] Electromagnetic Models for Device-Free Radio Localization with Antenna Arrays
    Rampa, Vittorio
    Savazzi, Stefano
    D'Amico, Michele
    2022 IEEE-APS TOPICAL CONFERENCE ON ANTENNAS AND PROPAGATION IN WIRELESS COMMUNICATIONS (IEEE APWC), 2022, : 42 - 46
  • [7] Device-Free Indoor Localization Based on Ambient FM Radio Signals
    Popleteev, Andrei
    Engel, Thomas
    INTERNATIONAL JOURNAL OF AMBIENT COMPUTING AND INTELLIGENCE, 2014, 6 (01) : 35 - 44
  • [8] Reliable Device-Free User Localization Using Multichannel Radio Transceivers
    Fink, Andreas
    Lange, Johannes
    Ritt, Tobias
    Beikirch, Helmut
    2015 IEEE 8TH INTERNATIONAL CONFERENCE ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS: TECHNOLOGY AND APPLICATIONS (IDAACS), VOLS 1-2, 2015, : 827 - 832
  • [9] HRI: Hierarchic Radio Imaging-Based Device-Free Localization
    Ding, Xuejun
    Choi, Tsan-Ming
    Tian, Yong
    IEEE TRANSACTIONS ON SYSTEMS MAN CYBERNETICS-SYSTEMS, 2022, 52 (01): : 287 - 300
  • [10] Device-free Localization of Multiple Targets
    Nicoli, Monica
    Rampa, Vittorio
    Savazzi, Stefano
    Schiaroli, Silvia
    2016 24TH EUROPEAN SIGNAL PROCESSING CONFERENCE (EUSIPCO), 2016, : 738 - 742