Passive Unsupervised Localization and Tracking using a Multi-Static UWB Radar Network

被引:6
作者
Bocus, Mohammud J. [1 ]
Piechocki, Robert J. [1 ]
机构
[1] Univ Bristol, Dept Elect & Elect Engn, Bristol BS8 1UB, Avon, England
来源
2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM) | 2021年
基金
英国工程与自然科学研究理事会;
关键词
D O I
10.1109/GLOBECOM46510.2021.9685213
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The indoor localization and tracking of objects and humans with high accuracy is becoming increasingly important in a number of applications including healthcare, ambient assistant-living, surveillance, among others. Since Ultrawideband (UWB) systems have a large operating bandwidth, they can provide centimeter (cm) level localization accuracy in Line-of-Sight (LoS) scenarios. However, current commercial UWB systems require the target to carry an active device (tag) so that it can be precisely located and this may be impractical in applications such as security and surveillance. In this work, we process experimental data obtained from a multi-static UWB radar network for the passive indoor localization of a moving target. Current fingerprinting-based passive localization techniques require a substantial radio-map survey in the offline training phase and labor-intensive fingerprint updates when there are changes in the environment. In this work, on the other hand, we propose to use the fine-grained physical layer information, known as Channel Impulse response (CIR), that is exchanged between UWB modules and capitalize on the fact that a moving person induces variations in the CIR that stand out against the background signal. Our results show that a walking target can be passively located with a median distance error as low as 0.55m in an indoor environment.
引用
收藏
页数:6
相关论文
共 14 条
  • [1] [Anonymous], 2010, 20 INT C RAD 2010
  • [2] Multiperson Tracking With a Network of Ultrawideband Radar Sensors Based on Gaussian Mixture PHD Filters
    Gulmezoglu, Berk
    Guldogan, Mehmet Burak
    Gezici, Sinan
    [J]. IEEE SENSORS JOURNAL, 2015, 15 (04) : 2227 - 2237
  • [3] Device-Free Person Detection and Ranging in UWB Networks
    Kilic, Yakup
    Wymeersch, Henk
    Meijerink, Arjan
    Bentum, Mark J.
    Scanlon, William G.
    [J]. IEEE JOURNAL OF SELECTED TOPICS IN SIGNAL PROCESSING, 2014, 8 (01) : 43 - 54
  • [4] Kocur D, 2017, MICROWAVE SYSTEMS AND APPLICATIONS, P399, DOI 10.5772/66361
  • [5] Through-the-Wall Localization of a Moving Target by Two Independent Ultra Wideband (UWB) Radar Systems
    Kocur, Dusan
    Svecova, Maria
    Rovnakova, Jana
    [J]. SENSORS, 2013, 13 (09) : 11969 - 11997
  • [6] Ledergerber A., 2020, DATASET ACCOMPANYING
  • [7] A Multi-Static Radar Network with Ultra-Wideband Radio-Equipped Devices
    Ledergerber, Anton
    D'Andrea, Raffaello
    [J]. SENSORS, 2020, 20 (06)
  • [8] McCracken M., 2012, Proceedings of the 2012 IEEE Topical Conference on Wireless Sensors and Sensor Networks (WiSNet), P17, DOI 10.1109/WiSNet.2012.6172149
  • [9] Moschevikin A, 2016, 2016 3RD INTERNATIONAL SYMPOSIUM ON WIRELESS SYSTEMS WITHIN THE CONFERENCES ON INTELLIGENT DATA ACQUISITION AND ADVANCED COMPUTING SYSTEMS (IDAACS-SWS), P97, DOI 10.1109/IDAACS-SWS.2016.7805795
  • [10] A moving target detection filter for an ultra-wideband radar
    Nag, SY
    Barnes, M
    [J]. PROCEEDINGS OF THE 2003 IEEE RADAR CONFERENCE, 2003, : 147 - 153