• DocumentCode
    184434
  • Title

    Design and validation of an extended Kalman filter for estimating hemodynamic variables

  • Author

    Luspay, Tamas ; Grigoriadis, Karlos M.

  • Author_Institution
    Dept. of Mech. Eng., Univ. of Houston, Houston, TX, USA
  • fYear
    2014
  • fDate
    4-6 June 2014
  • Firstpage
    4145
  • Lastpage
    4150
  • Abstract
    The paper presents an extended Kalman filter framework for the real-time estimation of hemodynamic variables. A simplified, first-order time-delayed dynamic model is considered to describe blood pressure response due to drug injection. The problem of a priori unknown and time varying model parameters are handled by state augmentation, which serves as basis of the developed a multiple-model extended Kalman filter configuration. Experimental animal study is given to validate the proposed approach, providing a valuable tool for computerized decision support of drug administration.
  • Keywords
    Kalman filters; delay systems; drugs; estimation theory; haemodynamics; medical control systems; time-varying systems; blood pressure response; computerized decision support; drug administration; drug injection; extended Kalman filter; first-order time-delayed dynamic model; hemodynamic variable; real-time estimation; state augmentation; time varying model parameter; Adaptation models; Blood pressure; Drugs; Estimation; Heuristic algorithms; Kalman filters; Mathematical model; Biomedical; Estimation; Kalman filtering;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    American Control Conference (ACC), 2014
  • Conference_Location
    Portland, OR
  • ISSN
    0743-1619
  • Print_ISBN
    978-1-4799-3272-6
  • Type

    conf

  • DOI
    10.1109/ACC.2014.6859101
  • Filename
    6859101