Practical issues in the identification of empirical models from simulated type 1 diabetes data

Diabetes Technology and Therapeutics

Volumn 9, Issue 5, 2007, Pages 438-450

  Finan, Daniel A ^a   Zisser, Howard ^b   Jovanovic, Lois ^b   Bevier, Wendy C ^b   Seborg, Dale E ^a  

^a University of California   (United States)

^b SANSUM DIABETES RESEARCH INSTITUTE   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

INSULIN;

ACCURACY; ARTICLE; CALIBRATION; CARBOHYDRATE DIET; CARBOHYDRATE INTAKE; EMPIRICISM; HUMAN; INSULIN DEPENDENT DIABETES MELLITUS; LINEAR SYSTEM; MATHEMATICAL MODEL; PANCREAS ISLET BETA CELL; PRIORITY JOURNAL; SIMULATION; VALIDATION PROCESS;

BLOOD GLUCOSE; CALIBRATION; DIABETES MELLITUS, TYPE 1; HUMANS; INSULIN; LINEAR MODELS; MODELS, BIOLOGICAL; MODELS, STATISTICAL; REPRODUCIBILITY OF RESULTS;

EID: 35348855218     PISSN: 15209156     EISSN: None     Source Type: Journal    
DOI: 10.1089/dia.2007.0202     Document Type: Article

References (22)

1. Bequette BW: A critical assessment of algorithms and challenges in the development of a closed-loop artificial pancreas. Diabetes Technol Ther 2005;7:28-47.
2. Parker RS, Doyle FJ III: Control-relevant modeling in drug delivery. Adv Drug Deliv Rev 2001;48:211-228.
3. Parker RS, Doyle FJ III, Peppas NA: A model-based algorithm for blood glucose control in type I diabetic patients. IEEE Trans Biomed Eng 1999;46:148-157.
4. Ljung L: System Identification: Theory For The User. Upper Saddle River, NJ: Prentice Hall, 1999.
5. Makroglou A, Li J, Kuang Y: Mathematical models and software tools for the glucose-insulin regulatory system and diabetes: an overview. Appl Numer Math 2006;56:559-573.
6. Hovorka R, Shojaee-Moradie F, Carroll PV, Chassin LJ, Gowrie IJ, Jackson NC, Tudor RS, Umpleby AM, Jones RH: Partitioning glucose distribution/transport, disposal, and endogenous production during IVGTT. Am J Physiol 2002;282:E992-E1007.
7. Hovorka R, Canonico V, Chassin LJ, Haueter U, Massi-Benedetti M, Federici MO, Pieber TR, Schaller HC, Schaupp L, Vering T, Wilinska ME: Nonlinear model predictive control of glucose concentration in subjects with type 1 diabetes. Physiol Meas 2004;25:905-920.
8. Wilinska ME, Chassin LJ, Schaller HC, Schaupp L, Pieber TR, Hovorka R: Insulin kinetics in type-1 diabetes: continuous and bolus delivery of rapid acting insulin. IEEE Trans Biomed Eng 2005;52:3-12.
9. Hovorka R, Wilinska ME, Chassin LJ, Dunger DB: Roadmap to the artificial pancreas. Diabetes Res Clin Pract 2006;74(Suppl):S178-S182.
10. Chase JG, Hann CE, Jackson M, Lin J, Lotz T, Wong X-W, Shaw GM: Integral-based filtering of continuous glucose sensor measurements for glycaemic control in critical care. Comput Methods Programs Biomed 2006;82:238-247.
11. Mastrototaro JJ: The MiniMed Continuous Glucose Monitoring System. Diabetes Technol Ther 2000;2(Suppl 1):S13-S18.
12. Florian JA Jr, Parker RS: Empirical modeling for glucose control in critical care and diabetes. Eur J Control 2005;11:601-616.
13. Steil GM, Rebrin K, Mastrototaro J, Bernaba B, Saad MF: Determination of plasma glucose during rapid glucose excursions with a subcutaneous glucose sensor. Diabetes Technol Ther 2003;5:27-31.
14. Wentholt IM, Hoekstra JB, DeVries JH: A critical appraisal of the continuous glucose-error grid analysis. Diabetes Care 2006;29:1805-1811.
15. Bellazzi R, Siviero C, Stefanelli M, De Nicolao G: Adaptive controllers for intelligent monitoring. Artif Intell Med 1995;7:515-540.
16. Riva A, Bellazzi R: Learning temporal probabilistic causal models from longitudinal data. Artif Intell Med 1996;8:217-234.
17. Desai S, Tamada J, Kurnik R, Potts R: Predicting glucose values from previous measurements [abstract]. Diabetes Technol Ther 2002;4:215.
18. Trajanoski Z, Regittnig W, Wach P: Simulation studies on neural predictive control of glucose using the subcutaneous route. Comput Methods Programs Biomed 1998;56:133-139.
19. Trajanoski Z, Wach P: Neural predictive controller for insulin delivery using the subcutaneous route. IEEE Trans Biomed Eng 1998;45:1122-1134.
20. Schlotthauer G, Gamero LG, Torres ME, Nicolini GA: Modeling, identification and nonlinear model predictive control of type I diabetic patient. Med Eng Phys 2005;28:240-250.
21. Diabetes Control and Complications Trial Research Group: The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. N Engl J Med 1993;329:977-986.
22. Lehmann ED, Deutsch T: A physiological model of glucose-insulin interaction in type 1 diabetes mellitus. J Biomed Eng 1992;14:235-242.