Optimized PID control of depth of hypnosis in anesthesia

Comput Methods Programs Biomed. 2017 Jun:144:21-35. doi: 10.1016/j.cmpb.2017.03.013. Epub 2017 Mar 18.

Abstract

Background and objective: This paper addresses the use of proportional-integral-derivative controllers for regulating the depth of hypnosis in anesthesia by using propofol administration and the bispectral index as a controlled variable. In fact, introducing an automatic control system might provide significant benefits for the patient in reducing the risk for under- and over-dosing.

Methods: In this study, the controller parameters are obtained through genetic algorithms by solving a min-max optimization problem. A set of 12 patient models representative of a large population variance is used to test controller robustness. The worst-case performance in the considered population is minimized considering two different scenarios: the induction case and the maintenance case.

Results: Our results indicate that including a gain scheduling strategy enables optimal performance for induction and maintenance phases, separately. Using a single tuning to address both tasks may results in a loss of performance up to 102% in the induction phase and up to 31% in the maintenance phase. Further on, it is shown that a suitably designed low-pass filter on the controller output can handle the trade-off between the performance and the noise effect in the control variable.

Conclusions: Optimally tuned PID controllers provide a fast induction time with an acceptable overshoot and a satisfactory disturbance rejection performance during maintenance. These features make them a very good tool for comparison when other control algorithms are developed.

Keywords: Depth of hypnosis control; Gain scheduling; Genetic algorithms; PID control.

MeSH terms

  • Algorithms
  • Anesthesia / methods*
  • Humans
  • Hypnosis, Anesthetic*
  • Hypnotics and Sedatives / administration & dosage*
  • Models, Theoretical
  • Propofol / administration & dosage*

Substances

  • Hypnotics and Sedatives
  • Propofol