Title :
Robust tube-based predictive control of blood glucose concentration in type 1 diabetes
Author :
Kirchsteiger, Harald ; del Re, Luigi
Author_Institution :
Inst. for Design & Control of Mechatronical Syst., Johannes Kepler Univ. Linz, Linz, Austria
Abstract :
This paper investigates the applicability of tube-based robust MPC to control the blood glucose concentration in type 1 diabetic subjects through simulation studies. An existing, widely used nonlinear time-invariant metabolic simulation model is adopted and extended with several physiologically motivated uncertainties to account for the underlying intra-patient variability observed in real patients. Results on a virtual subject show that robustness to uncertainties can be improved and the risk of hypoglycemia reduced, without increasing the online computational demands compared to the conventional model predictive control approach.
Keywords :
blood; diseases; medical computing; medical control systems; physiological models; predictive control; robust control; sugar; virtual reality; blood glucose concentration; conventional model predictive control approach; hypoglycemia; intrapatient variability; nonlinear time-invariant metabolic simulation model; online computational demands; physiologically motivated uncertainties; robust tube-based predictive control; tube-based robust MPC; type 1 diabetes; virtual subject; Blood; Zinc;
Conference_Titel :
Decision and Control (CDC), 2013 IEEE 52nd Annual Conference on
Conference_Location :
Firenze
Print_ISBN :
978-1-4673-5714-2
DOI :
10.1109/CDC.2013.6760189