Induced L₂-norm minimization of glucose-insulin system for Type I diabetic patients.
Using induced L₂-norm minimization, a robust controller was developed for insulin delivery in Type I diabetic patients. The high-complexity nonlinear diabetic patient Sorensen-model was considered and Linear Parameter Varying methodology was used to develop open-loop model and robust H(∞) controller. Considering the normoglycaemic set point (81.1 mg/dL), a polytopic set was created over the physiologic boundaries of the glucose-insulin interaction of the Sorensen-model. In this way, Linear Parameter Varying model formalism was defined. The robust control was developed considering input and output multiplicative uncertainties with two additional uncertainties from those used in the literature: sensor noise and worst-case design for meal disturbance (60 g carbohydrate). Simulation scenario on large meal absorption illustrates the applicability of the robust LPV control technique, while patient variability is tested with real data taken from the SPRINT clinical protocol on ICU patients.
Kovács
Levente
L
Dept. of Control Engineering and Information Technology, Budapest University of Technology and Economics, Magyar Tudósok krt. 2, H-1117 Budapest, Hungary. lkovacs@iit.bme.hu
Benyó
Balázs
B
Bokor
József
J
Benyó
Zoltán
Z
D000368:Aged; D000465:Algorithms; D001786:Blood Glucose / Q000378:metabolism*; D003198:Computer Simulation; D003422:Critical Care; D003922:Diabetes Mellitus, Type 1 / Q000097:blood* / Q000188:drug therapy*; D004435:Eating; D005260:Female; D006801:Humans; D015918:Infusion Pumps, Implantable / Q000706:statistics & numerical data; D007328:Insulin / Q000008:administration & dosage / Q000097:blood; D007332:Insulin Infusion Systems / Q000706:statistics & numerical data*; D016014:Linear Models; D008297:Male; D008875:Middle Aged; D008954:Models, Biological
D001786:Blood Glucose; D007328:Insulin