• DocumentCode
    655747
  • Title

    Ultra-wideband based dynamic target tracking using Cost-Reference Particle Filtering

  • Author

    Kakkar, Devika ; Karbownik, Piotr ; Nowak, T. ; Krukar, Grzegorz ; Franke, Norbert ; Galas, R.

  • Author_Institution
    Locating & Commun. Syst. Dept, Fraunhofer Inst. for Integrated Circuits, Nuremberg, Germany
  • fYear
    2013
  • fDate
    6-10 Oct. 2013
  • Firstpage
    724
  • Lastpage
    727
  • Abstract
    In this paper, we assess the performance of a sequential Monte Carlo based filter called Cost-Reference Particle Filter (CRPF) in comparison to Extended Kalman Filter (EKF) and Hyperbolic Positioning (HP) based on the time difference of arrival approach for dynamic target tracking. Our results show that CRPF performs better than EKF which in turn performs better than HP. The paper highlights the robustness of CRPF to model inaccuracies which are common in most practical filter implementation problems. The findings of the paper suggest that usage of the CRPF is a promising technique to tackle the problems of random dynamic systems with unknown statistics in ultra-wideband based localization techniques in challenging indoor environments.
  • Keywords
    Monte Carlo methods; particle filtering (numerical methods); target tracking; CRPF; cost-reference particle filtering; performance assessment; random dynamic systems; sequential Monte Carlo based filter; ultra-wideband based dynamic target tracking; ultra-wideband based localization techniques; Antenna measurements; Cost function; Estimation; Kalman filters; Receivers; Target tracking; Trajectory; CRPF; Dynamic; EKF; Indoor positioning; Localization; UWB;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Microwave Conference (EuMC), 2013 European
  • Conference_Location
    Nuremberg
  • Type

    conf

  • Filename
    6686758