ROBUST DEVICE-FREE PROXIMITY DETECTION USING WIFI

被引:6
|
作者
Hu, Yuqian [1 ]
Ozturk, M. Zahid
Zhang, Feng
Wang, Beibei
Liu, K. J. Ray
机构
[1] Univ Maryland, College Pk, MD 20742 USA
关键词
WiFi sensing; motion proximity detection; channel state information; indoor multipath propagation; LOCALIZATION;
D O I
10.1109/ICASSP39728.2021.9414707
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
Motion detection based on WiFi signals has gained much attention recently. However, most of the existing approaches can only detect motion in a large coverage area without knowing how far the target motion happens. In this paper, we propose two robust and responsive features in the frequency dimension, which are sensitive to the distance of motion, and establish the connection between the underlying radio propagation properties and the features. Extensive experiments in various environments demonstrate that the proposed proximity detection scheme can achieve true positive rates greater than 90% and 98% in corridor and room scenarios, respectively, while maintaining the corresponding false positive rates less than 5% and 1%. The responsiveness of the proposed scheme is verified by measured detection delays within 1.5 s for a detection distance of 2 m.
引用
收藏
页码:7918 / 7922
页数:5
相关论文
共 50 条
  • [31] IMep: Device-Free Multiplayer Step Counting With WiFi Signals
    He, Jing
    Yang, Wei
    IEEE TRANSACTIONS ON MOBILE COMPUTING, 2023, 22 (10) : 5887 - 5899
  • [32] Device-Free Passive Identity Identification via WiFi Signals
    Lv, Jiguang
    Yang, Wu
    Man, Dapeng
    SENSORS, 2017, 17 (11)
  • [33] WiDFF-ID: Device-Free Fast Person Identification Using Commodity WiFi
    Wu, Zhefu
    Xiao, Xinyu
    Lin, Chao
    Gong, Shufeng
    Fang, Luping
    IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, 2023, 9 (01) : 198 - 210
  • [34] An Analysis of Device-Free and Device-Based WiFi-Localization Systems
    Aly, Heba
    Youssef, Moustafa
    INTERNATIONAL JOURNAL OF AMBIENT COMPUTING AND INTELLIGENCE, 2014, 6 (01) : 1 - 19
  • [35] Robust WiFi-enabled Device-free Gesture Recognition via Unsupervised Adversarial Domain Adaptation
    Zou, Han
    Yang, Jianfei
    Zhou, Yuxun
    Xie, Lihua
    Spanos, Costas J.
    2018 27TH INTERNATIONAL CONFERENCE ON COMPUTER COMMUNICATION AND NETWORKS (ICCCN), 2018,
  • [36] Combating Transceiver Layout Variation in Device-Free WiFi Sensing using Convolutional Autoencoder
    Nirmal, Isura
    Khamis, Abdelwahed
    Hu, Wen
    Hassan, Mahbub
    Zhu, Xiaoqing
    2020 19TH ACM/IEEE INTERNATIONAL CONFERENCE ON INFORMATION PROCESSING IN SENSOR NETWORKS (IPSN 2020), 2020, : 335 - 336
  • [37] Robust Device-Free Localisation with Few Anchors
    Potorti, Francesco
    Cassara, Pietro
    Palumbo, Filippo
    PROCEEDINGS OF THE 2018 ACM INTERNATIONAL JOINT CONFERENCE ON PERVASIVE AND UBIQUITOUS COMPUTING AND PROCEEDINGS OF THE 2018 ACM INTERNATIONAL SYMPOSIUM ON WEARABLE COMPUTERS (UBICOMP/ISWC'18 ADJUNCT), 2018, : 1184 - 1189
  • [38] Device-free human micro-activity recognition method using WiFi signals
    Al-qaness, Mohammed A. A.
    GEO-SPATIAL INFORMATION SCIENCE, 2019, 22 (02) : 128 - 137
  • [39] Device-free occupancy detection and crowd counting in smart buildings with WiFi-enabled IoT
    Zou, Han
    Zhou, Yuxun
    Yang, Jianfei
    Spanos, Costas J.
    ENERGY AND BUILDINGS, 2018, 174 : 309 - 322
  • [40] WiFi CSI-Based Device-free Multi-room Presence Detection using Conditional Recurrent Network
    Chu, Fang-Yu
    Chiu, Chun-Jie
    Hsiao, An-Hung
    Feng, Kai-Ten
    Tseng, Po-Hsuan
    2021 IEEE 93RD VEHICULAR TECHNOLOGY CONFERENCE (VTC2021-SPRING), 2021,