• DocumentCode
    417704
  • Title

    Tracking of multiple maneuvering targets using multiscan JPDA and IMM smoothing [radar sensor example]

  • Author

    Puranik, Sumedh ; Tugnait, Jitendra K.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., Auburn Univ., AL, USA
  • Volume
    3
  • fYear
    2004
  • fDate
    17-21 May 2004
  • Abstract
    We consider the problem of tracking multiple maneuvering targets in the presence of clutter using switching multiple target motion models. A novel suboptimal fixed-lag smoothing algorithm is developed by applying the basic interacting multiple model (IMM) approach and joint probabilistic data association (JPDA) technique to a state augmented system. But unlike the standard single scan JPDA approach, we exploit a multiscan JPDA (Mscan-JPDA) approach to solve the data association problem. The algorithm is illustrated via a simulation example.
  • Keywords
    covariance matrices; probability; radar clutter; radar signal processing; radar tracking; target tracking; tracking filters; IMM smoothing; Mscan-JPDA; clutter; covariance matrix; interacting multiple model; joint probabilistic data association; multiple maneuvering target tracking; multiscan JPDA; suboptimal fixed-lag smoothing algorithm; switching multiple target motion models; Bayesian methods; Kinematics; Measurement uncertainty; Sampling methods; Size measurement; Smoothing methods; Target tracking; Time measurement;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Acoustics, Speech, and Signal Processing, 2004. Proceedings. (ICASSP '04). IEEE International Conference on
  • ISSN
    1520-6149
  • Print_ISBN
    0-7803-8484-9
  • Type

    conf

  • DOI
    10.1109/ICASSP.2004.1326706
  • Filename
    1326706