• DocumentCode
    380955
  • Title

    A fixed-lag smoothing algorithm for Markovian switching systems

  • Author

    Jia, Yugang ; Pan, Quan ; Yang, Tao ; Hongcai Zhang

  • Author_Institution
    Dept. of Autom. Control, Northwestern Polytech. Univ., Xi´´an, China
  • Volume
    2
  • fYear
    2002
  • fDate
    2002
  • Firstpage
    867
  • Abstract
    A suboptimal approach to the fixed-lag smoothing problem for Markovian switching systems is presented. We augmented the system state and system model probability, so the fixed-lag smoothing problem is transformed to the filtering problem of a new augmented system. A new fixed-lag smoothing algorithm is developed by applying the basic structure of IMM, which is superior in MME methods, to the augmented systems. The algorithm is illustrated via two typical target tracking simulation examples, where a significant improvement over Chen´s algorithm is achieved at the cost of a time delay.
  • Keywords
    Markov processes; adaptive filters; smoothing methods; target tracking; IMM; Markovian switching systems; adaptive filtering; augmented systems; filtering problem; fixed-lag smoothing algorithm; interacting multiple model algorithm; suboptimal approach; system model probability; system state; target tracking simulation; time delay; Adaptive filters; Costs; Delay effects; Filtering; Smoothing methods; Switching systems; Target tracking;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Control and Automation, 2002. Proceedings of the 4th World Congress on
  • Print_ISBN
    0-7803-7268-9
  • Type

    conf

  • DOI
    10.1109/WCICA.2002.1020697
  • Filename
    1020697