• DocumentCode
    1326343
  • Title

    Closed-Loop Anesthetic Drug Concentration Estimation Using Clinical-Effect Feedback

  • Author

    Hahn, Jin-Oh ; Dumont, Guy A. ; Ansermino, J. Mark

  • Author_Institution
    Dept. of Mech. Eng., Univ. of Alberta, Edmonton, AB, Canada
  • Volume
    58
  • Issue
    1
  • fYear
    2011
  • Firstpage
    3
  • Lastpage
    6
  • Abstract
    This letter presents a novel closed-loop approach to anesthetic drug concentration estimation using clinical-effect measurement feedback. Compared with the open-loop prediction used in current target-controlled infusion systems, closed-loop estimation exploits the discrepancy between the measured and predicted clinical effects to make corrections to the drug-concentration estimate, achieving improved robustness against variability in the patient pharmacokinetics and pharmacodynamics. A robust estimator, which processes drug administration and clinical-effect measurements to estimate the plasma- and effect-site drug concentrations, is designed using -synthesis theory. Initial proof of principle of the closed-loop estimation is demonstrated using the Monte Carlo simulation of surgical procedures with a wide range of patient models. Closed-loop estimation results in statistically significant reductions in median percentage, median absolute percentage, and maximum absolute percentage drug-concentration errors compared to open-loop prediction.
  • Keywords
    Monte Carlo methods; closed loop systems; control system synthesis; drugs; medical control systems; open loop systems; singular value decomposition; surgery; μ-synthesis theory; Monte Carlo simulation; clinical-effect measurement feedback; closed-loop anesthetic drug concentration estimation; current target-controlled infusion systems; drug administration; drug-concentration errors; median absolute percentage; open-loop prediction; patient pharmacokinetics; pharmacodynamics; predicted clinical effects; statistically significant reductions; surgical procedures; Anesthetic drugs; Biomedical measurements; Drugs; Estimation; Plasmas; Robustness; Surgery; Anesthetic drug concentration; clinical-effect feedback; closed-loop estimation; Algorithms; Anesthesia, Closed-Circuit; Anesthetics; Computer Simulation; Feedback; Humans; Models, Biological;
  • fLanguage
    English
  • Journal_Title
    Biomedical Engineering, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9294
  • Type

    jour

  • DOI
    10.1109/TBME.2010.2076811
  • Filename
    5575398