• DocumentCode
    2839029
  • Title

    Steady-state optimal measurement fusion white noise deconvolution estimators

  • Author

    Sun, Xiao-Jun ; Deng, Zi-li

  • Author_Institution
    Dept. of Autom., Heilongjiang Univ., Harbin, China
  • fYear
    2009
  • fDate
    17-19 June 2009
  • Firstpage
    2623
  • Lastpage
    2628
  • Abstract
    White noise deconvolution or input white noise estimation has a wide range of applications including oil seismic exploration, communication, signal processing, and state estimation. For the multisensor linear discrete time-invariant stochastic systems with correlated measurement noises, a steady-state measurement fusion system is obtained by the weighted least square (WLS) method. A steady-state optimal weighted measurement fusion white noise deconvolution estimator is presented using the Kalman filtering method. By a new derivation method, it is rigorously proved that the steady-state white noise deconvolution fuser is numerically identical to the centralized steady-state white noise deconvolution fuser, i.e. it has the asymptotically global optimality. It can reduce the computational burden because of the lower dimension of the measurement vector. A simulation example for the Bernoulli-Gaussian input white noise shows the effectiveness of the proposed results.
  • Keywords
    Kalman filters; deconvolution; discrete time systems; least squares approximations; linear systems; sensor fusion; white noise; Bernoulli-Gaussian input white noise; Kalman filtering method; asymptotic global optimality; correlated measurement noises; multisensor linear discrete time-invariant stochastic systems; oil seismic exploration; steady-state optimal measurement fusion; weighted least square method; white noise deconvolution estimation; Deconvolution; Least squares methods; Noise measurement; Petroleum; Seismic measurements; Signal processing; State estimation; Steady-state; Stochastic systems; White noise; Global Optimality; Kalman Filtering; Multisensor Information Fusion; Weighted Measurement Fusion; White Noise Deconvolution;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Control and Decision Conference, 2009. CCDC '09. Chinese
  • Conference_Location
    Guilin
  • Print_ISBN
    978-1-4244-2722-2
  • Electronic_ISBN
    978-1-4244-2723-9
  • Type

    conf

  • DOI
    10.1109/CCDC.2009.5194928
  • Filename
    5194928