A new approach to blood pressure and blood volume modulation during hemodialysis: an adaptive fuzzy control module

Int J Artif Organs. 1995 Sep;18(9):513-7.

Abstract

The paper proposes a fuzzy logic based procedure able to control as far as possible the behaviour of the blood pressure of a patient during a dialysis session, allowing him to reach the foreseen dry weight. A PI discrete-time fuzzy control is used in order to compare the controlled variables concerning the (blood pressure and blood volume) to the reference values. Two different reference tables, concerning the pressure and volume errors and rates are introduced, then the proposed control actions are mixed in order to obtain the final value (net ultrafiltration rate). A smooth function of volemia acts on the second control variable, Na concentration in the dialysate. The adaptive control system was simulated on an IBM-PC, rules and terms were expressed by linguistic judgements like: IF "situation", THEN "action". A pre-processor converts the rules into the numerical values of the reference tables. The obtained simulation results are satisfactory, the introduction of the Na control allows reaching the target dry weight of the patient with a stable blood pressure.

MeSH terms

  • Adult
  • Aged
  • Blood Pressure / physiology*
  • Blood Volume / physiology*
  • Computer Simulation
  • Female
  • Fuzzy Logic*
  • Humans
  • Hypotension / etiology
  • Hypotension / prevention & control*
  • Male
  • Middle Aged
  • Models, Biological
  • Renal Dialysis / adverse effects
  • Renal Dialysis / standards*
  • Reproducibility of Results
  • Sodium / metabolism
  • Ultrafiltration

Substances

  • Sodium