• DocumentCode
    3422453
  • Title

    The nonlinear multi-target multi-bernoulli filter using polynomial interpolation

  • Author

    Yin, Jian Jun ; Zhang, Jian Qiu

  • Author_Institution
    Electron. Eng. Dept., Fudan Univ., Shanghai, China
  • fYear
    2010
  • fDate
    24-28 Oct. 2010
  • Firstpage
    2551
  • Lastpage
    2554
  • Abstract
    We present a new multi-target filtering recursion for nonlinear models, termed as the central difference multi-target multi-Bernoulli (CD-MeMBer) filter. Provided that the state and measurement noises are Gaussian, Sterling´s polynomial interpolation formula is used in deriving the filter under the assumption that the initial prior multi-Bernoulli multi-target density is given and each probability density is comprised of a Gaussian sum. The tracking performances verify the effectiveness of the proposed CD-MeMBer filter.
  • Keywords
    filtering theory; interpolation; polynomials; Gaussian sum; Sterling polynomial interpolation formula; central difference multitarget multi-Bernoulli filter; multitarget filtering recursion; nonlinear model; nonlinear multitarget multi-Bernoulli filter; probability density; Filtering theory; Interpolation; Noise; Noise measurement; Polynomials; Target tracking; Multi-Target Multi-Bernoulli; Polynomial Interpolation; target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Signal Processing (ICSP), 2010 IEEE 10th International Conference on
  • Conference_Location
    Beijing
  • Print_ISBN
    978-1-4244-5897-4
  • Type

    conf

  • DOI
    10.1109/ICOSP.2010.5656888
  • Filename
    5656888