• DocumentCode
    1159090
  • Title

    Explicit solution of DMZ equation in nonlinear filtering via solution of ODEs

  • Author

    Yau, Stephen S -T ; Lai, Yuen-Tai

  • Author_Institution
    Dept. of Math., Univ. of Illinois, Chicago, China
  • Volume
    48
  • Issue
    3
  • fYear
    2003
  • fDate
    3/1/2003 12:00:00 AM
  • Firstpage
    505
  • Lastpage
    508
  • Abstract
    In this note, we develop a real-time and accurate solution for nonlinear filtering problems based on the Gaussian distribution. Specifically, we present an explicit solution of the Duncan-Mortensen-Zakai (DMZ) equation of the Yau filtering system, which includes the linear filtering system and exact filtering system. The solution is given in terms of a solution of a system of ordinary differential equations. In particular, our method can be implemented in hardware. The complexity of our algorithms is the same as those of Kalman-Bucy filters in the case of linear filtering systems.
  • Keywords
    Gaussian distribution; differential equations; filtering theory; nonlinear filters; probability; DMZ equation; Duncan-Mortensen-Zakai equation; Gaussian distribution; Yau filtering; differential equations; nonlinear filtering; probability density; real-time solution; Algebra; Differential algebraic equations; Differential equations; Filtering; Gaussian distribution; Maximum likelihood detection; Nonlinear equations; Nonlinear filters; Partial differential equations; Stochastic processes;
  • fLanguage
    English
  • Journal_Title
    Automatic Control, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9286
  • Type

    jour

  • DOI
    10.1109/TAC.2003.809169
  • Filename
    1184909