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
  • [1] An Adaptive and Robust Device-Free Intrusion Detection Using Ubiquitous WiFi Signals
    Jin, Yue
    Tian, Zengshan
    Zhou, Mu
    Li, Ze
    Zhang, Zhenyuan
    2018 IEEE 23RD INTERNATIONAL CONFERENCE ON DIGITAL SIGNAL PROCESSING (DSP), 2018,
  • [2] Device-Free Human Detection Using WiFi Signals
    Li, Chu-Chen
    Fang, Shih-Hau
    2016 IEEE 5TH GLOBAL CONFERENCE ON CONSUMER ELECTRONICS, 2016,
  • [3] Robust Device-Free Intrusion Detection Using Physical Layer Information of WiFi Signals
    Lv, Jiguang
    Man, Dapeng
    Yang, Wu
    Gong, Liangyi
    Du, Xiaojiang
    Yu, Miao
    APPLIED SCIENCES-BASEL, 2019, 9 (01):
  • [4] Device-free and Robust User Identification in Smart Environment using WiFi Signal
    Zheng, Ruiyu
    Zhao, Yanchao
    Chen, Bing
    2017 15TH IEEE INTERNATIONAL SYMPOSIUM ON PARALLEL AND DISTRIBUTED PROCESSING WITH APPLICATIONS AND 2017 16TH IEEE INTERNATIONAL CONFERENCE ON UBIQUITOUS COMPUTING AND COMMUNICATIONS (ISPA/IUCC 2017), 2017, : 1039 - 1046
  • [5] Wi-Fire: Device-free Fire Detection using WiFi Networks
    Zhong, Shuxin
    Huang, Yongzhi
    Ruby, Rukhsana
    Wang, Lu
    Qiu, Yu-Xuan
    Wu, Kaishun
    2017 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATIONS (ICC), 2017,
  • [6] DeFi: Robust Training-Free Device-Free Wireless Localization With WiFi
    Zhang, Lingyan
    Gao, Qinghua
    Ma, Xiaorui
    Wang, Jie
    Yang, Tingting
    Wang, Hongyu
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2018, 67 (09) : 8822 - 8831
  • [7] PCA-Based inversion of WiFi signal for robust device-free indoor target detection
    Gottardi, Giorgio
    Hannan, Mohammad Abdul
    Li, Baozhu
    Polo, Alessandro
    Salucci, Marco
    Viani, Federico
    9TH INTERNATIONAL CONFERENCE ON NEW COMPUTATIONAL METHODS FOR INVERSE PROBLEMS, NCMIP 2019, 2020, 1476
  • [8] R-TTWD: Robust Device-Free Through-The-Wall Detection of Moving Human With WiFi
    Zhu, Hai
    Xiao, Fu
    Sun, Lijuan
    Wang, Ruchuan
    Yang, Panlong
    IEEE JOURNAL ON SELECTED AREAS IN COMMUNICATIONS, 2017, 35 (05) : 1090 - 1103
  • [9] Robust WLAN Device-free Passive Motion Detection
    Kosba, Ahmed E.
    Saeed, Ahmed
    Youssef, Moustafa
    2012 IEEE WIRELESS COMMUNICATIONS AND NETWORKING CONFERENCE (WCNC), 2012, : 3284 - 3289
  • [10] Development of Indoor Device-Free Location Estimation Using Commodity WiFi Device
    Zhou, Yuan
    Momose, Hedeaki
    Yasukawa, Satoru
    Kim, Minseok
    2020 INTERNATIONAL SYMPOSIUM ON ANTENNAS AND PROPAGATION (ISAP), 2021, : 603 - 604