Model-based control of type 1 diabetes in "Risk space"

IFAC Proceedings Volumes (IFAC-PapersOnline)

Volumn 19, Issue , 2014, Pages 237-242

  Patek, Stephen D ^a   Breton, Marc ^a   Vereshchetin, Pavel ^a   Jiang, Boyi ^a   Kovatchev, Boris P ^a  

^a UNIVERSITY OF VIRGINIA   (United States)

Author keywords

Behavior; Biomedical systems; Stochastic control

Indexed keywords

AUTOMATION; GLUCOSE; INSULIN; NUMERICAL METHODS; PATIENT TREATMENT; STOCHASTIC SYSTEMS;

BEHAVIOR; BIOMEDICAL SYSTEMS; CONTINUOUS GLUCOSE MONITORING; LINEAR QUADRATIC METHOD; LOGARITHMIC COORDINATES; MULTIPLICATIVE EFFECTS; RETROSPECTIVE ANALYSIS; STOCHASTIC CONTROL;

MODEL PREDICTIVE CONTROL;

EID: 84929759808     PISSN: 14746670     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3182/20140824-6-za-1003.02105     Document Type: Conference Paper

References (21)

1. R. N. Bergman, Y. Z. Ider, C.R. Bowden, and C. Cobelli. Quantitative estimation of insulin sensitivity. Am. Journal of Physiology, 236: E667-E677, 1979.
2. M. Breton, A. Farret, et al. Fully integrated artificial pancreas in type 1 diabetes: modular closed-loop glucose control maintains near normoglycemia. Diabetes, 61(9): 2230-7, 2012.
3. C. Cobelli, C. Dalla Man, G. Sparacino, L. Magni, G. De Nicolao, and B. P. Kovatchev. Diabetes: Models, signals, and control. IEEE Reviews in Biomedical Engineering, 2:54-96, 2009.
4. C. Cobelli, E. Renard, et al. Pilot studies of wearable outpatient artificial pancreas in type 1 diabetes. Diabetes Care, 35(9):e65-7, 2012.
5. E. Dassau, H. Zisser, et al. Clinical evaluation of a personalized artificial pancreas. Diabetes Care, 36(4): 801-9, 2013.
6. P. Dua, F. J. Doyle III, and E. N. Pistikopoulos. Multi-objective blood glucose control for type 1 diabetes. Med Biol Eng Comput, 47:343-352, 2009.
7. R. Gondhalekar et al. Asymmetric objective functions for model predictive control of an artificial pancreas. In Poster and Abstract: Diabetes Technology Meeting, 2013.
8. B. Grosman, E. Dassau, H. C. Zisser, L. Jovanovic, and F.J. Doyle III. Zone model predictive control: a strategy to minimize hyper- and hypoglycemic events. J Diabetes Sci Technol, 4(4):961-75, 2010.
9. N. Hernjak and F. J. Doyle III. Glucose control design using nonlinearity assessment techniques. AIChE J., 51 (2):544-554, 2005.
10. R. Hovorka, J. M. Allen, et al. Manual closed-loop insulin delivery in children and adolescents with type 1 diabetes: a phase 2 randomised crossover trial. Lancet, 375:743-751, 2010.
11. C.S. Hughes, S. D. Patek, M. Breton, and B. P. Kovatchev. Hypoglycemia Prevention via Pump Attenuation and Red-Yellow-Green "Traffic" Lights using CGM and Insulin Pump Data. J Diab Sci and Tech, 4:1146-1155, 2010.
12. B. Jiang et al. Dynamic model of glycemic risk: application to tldm bolus advisory system in artificial pancreas platforms. In Poster and Abstract: Diabetes Technology Meeting, 2013.
13. B. Kovatchev, D. Cox, L. Gonder-Frederick, and W. Clarke. Symmetrization of the blood glucose measurement scale and its applications. Diabetes Care, 20: 1655-1658, 1997.
14. B. Kovatchev, M. Straume, D.J. Cox, and L.S. Farhy. Risk analysis of blood glucose data: a quantitative approach to optimizing the control of insulin dependent diabetes. J Theor Med, 3:1-10, 2001.
15. L. Magni, D. M. Raimondo, C. Dalla Man, G. De Nicolao, B. Kovatchev, and C. Cobelli. Model predictive control of glucose concentration in type i diabetec patients: An in silico trial. Biomed. Signal Processing Contr., 4: 338-346, 2009.
16. R. Mauseth, I. B. Hirsch, et al. Use of a "fuzzy logic" controller in a closed-loop artificial pancreas. Diabetes Technology and Therapeutics, 15(8):628-633, 2013.
17. ∞ control in diabetes using a physiological model. Bioengineering, Food, and Natural Products AIChE Journal, 46:2537-2549, 2000.
18. S. D. Patek, L. Magni, E. Dassau, et al. Modular closed-loop control of diabetes. IEEE Trans Biomed Eng, 59 (11): 2986-2999, 2012.
19. M. Phillip, T. Battelino, et al. Nocturnal glucose control with an artificial pancreas at a diabetes camp. N Engl J Med, 368(9):824-33, 2013.
20. S. J. Russell, F. H. El-Khatib, et al. Blood glucose control in type 1 diabetes with a bihormonal bionic endocrine pancreas. Diabetes Care, 35(11): 2148-55, 2012.
21. S. A. Weinzimer, J. L. Sherr, et al. Effect of pramlintide on prandial glycemic excursions during closed-loop control in adolescents and young adults with type 1 diabetes. Diabetes Care, 35(10):1994-9, 2012.