Dynamic-Occlusion Likelihood Incorporation in a PHD Filter Based Range-Only Tracking System

被引:0
|
作者
Jovanoska, Snezhana [1 ,2 ]
Govaers, Felix [1 ]
Thomae, Reiner [2 ]
Koch, Wolfgang [1 ]
机构
[1] Fraunhofer FKIE, Dept Sensor Data & Informat Fus SDF, Fraunhoferstr 20, D-53343 Wachtberg, Germany
[2] Ilmenau Univ Technol, Inst Informat Technol, Elect Measurements Res Lab, D-98684 Ilmenau, Germany
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In multiple target tracking target occlusion or shadowing is a common occurrence. A target may be occluded by an existing structure, or in many cases, by another moving target in the environment. In this paper we consider a UWB-based range-only person tracking system. Occlusion regions induced by moving targets in the scenario are defined followed by a derivation of an occlusion likelihood function. The occlusion likelihood is then incorporated within a person localization and tracking framework based on the PHD filter by influencing the probability of target detection. Numerical and experimental results demonstrate that the incorporation of 'negative information' leads to a more complete belief of the scenario and can result in use of fewer sensors for covering the area of interest.
引用
收藏
页码:1078 / 1084
页数:7
相关论文
共 32 条
  • [1] Angle-Only, Range-Only and Multistatic Tracking Based on GM-PHD Filter
    Hamidi, Dimitri
    Kevelevitch, Elad
    Arora, Prashant
    Gentile, Rick
    Pellissier, Vincent
    [J]. 2021 IEEE 24TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2021, : 444 - 451
  • [2] A Gaussian Mixture Filter for Range-Only Tracking
    Clark, J. M. C.
    Kountouriotis, P. A.
    Vinter, R. B.
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2011, 56 (03) : 602 - 613
  • [3] Particle Filter for Range-Only Tracking in airborne Radar
    Huang Hui-min
    Wen Cheng-lin
    Xu Xiao-bin
    [J]. 2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 5053 - +
  • [4] Modeling Range-Only Tracking in Airborne ISAR and Nonlinear Filter
    Huang Huimin
    Wen Chenglin
    Xu Xiaobin
    [J]. PROCEEDINGS OF THE 27TH CHINESE CONTROL CONFERENCE, VOL 2, 2008, : 294 - +
  • [5] Cooperative Range-only SLAM based on Sum of Gaussian Filter in Dynamic Environments
    Kim, Jung-Hee
    Kim, Doik
    [J]. 2019 IEEE/RSJ INTERNATIONAL CONFERENCE ON INTELLIGENT ROBOTS AND SYSTEMS (IROS), 2019, : 2139 - 2144
  • [6] Optimal Linear Multilateration Combined With the Kalman Filter for Range-Only Tracking
    Chen, Bo
    Zhao, Xuanzhi
    Zhang, Wen
    Liu, Zengli
    Liu, Kang
    [J]. IEEE SENSORS JOURNAL, 2023, 23 (09) : 9755 - 9769
  • [7] Computationally Efficient Cooperative Dynamic Range-Only SLAM Based on Sum of Gaussian Filter
    Kim, Jung-Hee
    Kim, Doik
    [J]. SENSORS, 2020, 20 (11) : 1 - 16
  • [8] Vector miss distance measurement based on range-only tracking
    Fang, Bing-Yi
    Wang, Jian
    Wu, Si-Liang
    Wei, Guo-Hua
    [J]. Dandao Xuebao/Journal of Ballistics, 2007, 19 (02): : 29 - 32
  • [9] An accurate range-only tracking system using wireless sensor networks
    Mazomenos, Evangelos B.
    Reeve, Jeffrey S.
    White, Neil M.
    [J]. PROCEEDINGS OF THE EUROSENSORS XXIII CONFERENCE, 2009, 1 (01): : 1199 - 1202
  • [10] On MAP-Based Target Tracking Using Range-Only Measurements
    Wang, Gang
    Li, Youming
    Jin, Ming
    [J]. 2013 8TH INTERNATIONAL ICST CONFERENCE ON COMMUNICATIONS AND NETWORKING IN CHINA (CHINACOM), 2013, : 718 - 723