EXTENDED KALMAN FILTER FOR EXTENDED OBJECT TRACKING

被引:0
|
作者
Yang, Shishan [1 ]
Baum, Marcus [1 ]
机构
[1] Univ Gottingen, Inst Comp Sci, Gottingen, Germany
关键词
Extended object tracking; multiplicative noise; Kalman filter; extended Kalman filter;
D O I
暂无
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this work, we present a novel method for tracking an elliptical shape approximation of an extended object based on a varying number of spatially distributed measurements. For this purpose, an explicit nonlinear measurement equation is formulated that relates the kinematic and shape parameters to a measurement by means of a multiplicative noise term. Based on the measurement equation, we derive an extended Kalman filter (EKF) for a closed-form recursive measurement update. The performance of the proposed method is demonstrated with simulations.
引用
收藏
页码:4386 / 4390
页数:5
相关论文
共 50 条
  • [1] An Extended Kalman Filter Application on Moving Object Tracking
    Niu, Yuan
    Hu, Lisheng
    [J]. PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING AND AUTOMATIC CONTROL, 2016, 367 : 1261 - 1268
  • [2] Second-Order Extended Kalman Filter for Extended Object and Group Tracking
    Yang, Shishan
    Baum, Marcus
    [J]. 2016 19TH INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION), 2016, : 1178 - 1184
  • [3] A Differentiable Extended Kalman Filter for Object Tracking Under Sliding Regime
    Piga, Nicola A.
    Pattacini, Ugo
    Natale, Lorenzo
    [J]. FRONTIERS IN ROBOTICS AND AI, 2021, 8
  • [4] Object Sensing, Tracking and Reconstructing using Extended Kalman Filter Algorithm
    Illangarathne, N. C.
    Chinthaka, M. K. C. Dinesh
    [J]. 2014 11TH INTERNATIONAL CONFERENCE ON ELECTRICAL ENGINEERING/ELECTRONICS, COMPUTER, TELECOMMUNICATIONS AND INFORMATION TECHNOLOGY (ECTI-CON), 2014,
  • [5] Extended Kalman Filter for Ship Tracking
    Sun, Baoquan
    Yan, Bing
    Zhang, JiaWei
    [J]. PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING, INFORMATION SCIENCE & APPLICATION TECHNOLOGY (ICCIA 2017), 2017, 74 : 599 - 603
  • [6] An extended Kalman filter for mouse tracking
    Choi, Hongjun
    Kim, Mingi
    Lee, Onseok
    [J]. MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING, 2018, 56 (11) : 2109 - 2123
  • [7] An extended Kalman filter for mouse tracking
    Hongjun Choi
    Mingi Kim
    Onseok Lee
    [J]. Medical & Biological Engineering & Computing, 2018, 56 : 2109 - 2123
  • [8] A Comparison of Kalman Filter-based Approaches for Elliptic Extended Object Tracking
    Thormann, Kolja
    Yang, Shishan
    Baum, Marcus
    [J]. PROCEEDINGS OF 2020 23RD INTERNATIONAL CONFERENCE ON INFORMATION FUSION (FUSION 2020), 2020, : 1042 - 1049
  • [9] Object Tracking based on an Extended Kalman Filter in High Dynamic Driving Situations
    Kamann, Alexander
    Bielmeier, Jonas B.
    Hasirlioglu, Sinan
    Schwarz, Ulrich T.
    Brandmeier, Thomas
    [J]. 2017 IEEE 20TH INTERNATIONAL CONFERENCE ON INTELLIGENT TRANSPORTATION SYSTEMS (ITSC), 2017,
  • [10] A Local Extended Kalman Filter for Visual Tracking
    Ndiour, Ibrahima J.
    Vela, Patricio A.
    [J]. 49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 2498 - 2504