Title :
Model Predictive Control of blood glucose in Type 1 diabetes: The Principal Dynamic Modes approach
Author :
Markakis, Mihalis G. ; Mitsis, Georgios D. ; Papavassilopoulos, George P. ; Marmarelis, Vasilis Z.
Abstract :
This computational study demonstrates the efficacy of regulating blood glucose in Type 1 diabetics with a Model Predictive Control strategy, utilizing a nonparametric / Principal Dynamic Modes model. For this purpose, a stochastic glucose disturbance signal is introduced and a simple methodology for predicting its future values is developed. The results of our simulations confirm that the proposed algorithm achieves very good performance, is computationally efficient and avoids hypoglycaemic events.
Keywords :
Biochemistry; Blood; Computational modeling; Diabetes; Insulin; Nonlinear filters; Predictive control; Predictive models; Stochastic processes; Sugar; Blood Glucose; Computer Simulation; Diabetes Mellitus, Type 2; Drug Therapy, Computer-Assisted; Humans; Hypoglycemic Agents; Injections, Intravenous; Insulin; Metabolic Clearance Rate; Models, Biological; Signal Transduction;
Conference_Titel :
Engineering in Medicine and Biology Society, 2008. EMBS 2008. 30th Annual International Conference of the IEEE
Conference_Location :
Vancouver, BC
Print_ISBN :
978-1-4244-1814-5
Electronic_ISBN :
1557-170X
DOI :
10.1109/IEMBS.2008.4650451