A run-to-run framework for prandial insulin dosing: Handling real-life uncertainty

International Journal of Robust and Nonlinear Control

Volumn 17, Issue 13, 2007, Pages 1194-1213

  Palerm, C C ^a,b,c   Zisser, H ^b   Jovanovic L ^b,c   Doyle III, F J ^a,b,c  

^a University of California   (United States)

^b SANSUM DIABETES RESEARCH INSTITUTE   (United States)

^c UNIVERSITY OF CALIFORNIA   (United States)

Author keywords

Biomedical control; Insulin dosing; Robustness; Run to run control; Type 1 diabetes

Indexed keywords

ALGORITHMS; BLOOD; DRUG DOSAGE; GLUCOSE; MEDICAL PROBLEMS; ROBUSTNESS (CONTROL SYSTEMS); UNCERTAINTY ANALYSIS;

BIOMEDICAL CONTROL; INSULIN DOSING; RUN TO RUN CONTROL;

INSULIN;

EID: 34547839794     PISSN: 10498923     EISSN: 10991239     Source Type: Journal    
DOI: 10.1002/rnc.1103     Document Type: Article

References (30)

1. Expert Committee on the Diagnosis and Classification of Diabetes Mellitus. Report of the expert committee on the diagnosis and classification of diabetes mellitus. Diabetes Care 2003; 26(s1):s5-s20.
2. Wild S, Roglic G, Green A, Sicree R, King H. Global prevalence of diabetes: estimates for the year 2000 and projections for 2030. Diabetes Care 2004; 27(5):1047-1053.
3. Eiselein L, Schwartz HJ, Rutledge JC. The challenge of type 1 diabetes mellitus. ILAR Journal 2004; 45(3):231-236.
4. Gale EAM. Spring harvest? Reflections on the rise of type 1 diabetes. Diabetologia 2005; 48(12):2445-2450. doi:10.1007/s00125-005-0028- z.
5. Daneman D. Type 1 diabetes. Lancet 2006; 367(9513):847-858. doi:10.1016/S0140-6736(06)68341-4.
6. Diabetes Control and Complications Trials Research Group. The effect of intensive treatment of diabetes on the development and progression of long-term complications in insulin-dependent diabetes mellitus. New England Journal of Medicine 1993; 329:977-986.
7. UK Prospective Diabetes Study Group. Intensive blood-glucose control with sulphonylureas or insulin compared with conventional treatment and risk of complications in patients with type 2 diabetes (UKPDS 33). Lancet 1998; 352:837-853.
8. Khaw K, Wareham N, Luben R, Bingham S, Oakes S, Welch A, Day N. Glycated haemoglobin, diabetes, and mortality in men in Norfolk cohort of European Prospective Investigation of Cancer and Nutrition (EPIC-Norfolk). British Medical Journal 2001; 322(7277):15-18.
9. Muntner P, Wildman RP, Reynolds K, Desalvo KB, Chen J, Fonseca V. Relationship between HbA1c level and peripheral arterial disease. Diabetes Care 2005; 28(8):1981-1987.
10. Skyler JS, Skyler DL, Seigler DE, O'Sullivan MJ. Algorithms for adjustment of insulin dosage by patients who monitor blood glucose. Diabetes Care 1981; 4(2):311-318.
11. Jovanovic L, Peterson CM. Home blood glucose monitoring. Comprehensive Therapy 1982; 8(1):10-20.
12. Chanoch LH, Jovanovic L, Peterson CM. The evaluation of a pocket computer as an aid to insulin dose determination by patients. Diabetes Care 1985; 8(2):172-176.
13. Peterson CM, Jovanovic L, Chanoch LH. Randomized trial of computer-assisted insulin delivery in patients with type I diabetes beginning pump therapy. American Journal of Medicine 1986; 81(1):69-72. doi:10.1016/0002-9343(86)90184-1.
14. Schiffrin A, Mihic M, Leibel BS. Albisser AM. Computer-assisted insulin dosage adjustment. Diabetes Care 1985; 8(6):545-552.
15. Chiarelli F, Tumini S, Morgese G, Albisser AM. Controlled study in diabetic children comparing insulin-dosage adjustment by manual and computer algorithms. Diabetes Care 1990; 13(10):1080-1084.
16. Peters A, Rübsamen M, Jacob U, Look D, Scriba PC. Clinical evaluation of decision support system for insulindose adjustment in IDDM. Diabetes Care 1991; 14(10):875-880.
17. Beyer J, Schrezenmeir J, Schulz G, Strack T, Küstner E, Schulz G. The influence of different generations of computer algorithms on diabetes control. Computer Methods and Programs in Biomedicine 1990; 32(3-4):225-232. doi:10.1016/0169-2607(90)90104-H.
18. Schrezenmeir J, Dirting K, Papazov P. Controlled multicenter study on the effect of computer assistance in intensive insulin therapy of type 1 diabetics. Computer Methods and Programs in Biomedicine 2002; 69(2):97-114. doi:10.1016/S0169-2607(02)00034-2.
19. Owens CL, Zisser H, Jovanovic L, Srinivasan B, Bonvin D, Doyle III FJ. Run-to-run control of blood glucose concentrations for people with type I diabetes mellitus. IEEE Transactions on Biomedical Engineering 2006; 53(6):996-1005. doi:10.1109/TBME.2006.872818.
20. Zisser H, Jovanovic L, Doyle III F, Ospina P, Owens C. Run-to-run control of meal-related insulin dosing. Diabetes Technology and Therapeutics 2005; 7(1):48-57. doi:10.1089/dia.2005.7.48.
21. Srinivasan B, Bonvin D, Visser E, Palanki S. Dynamic optimization of batch processes: II. Role of measurements in handling uncertainty. Computers and Chemical Engineering 2003; 27(1):27-44. doi:10.1016/S0098- 1354(02)00117-5.
22. Srinivasan B, Palanki S, Bonvin D. Dynamic optimization of batch processes: I. Characterization of the nominal solution. Computers and Chemical Engineering 2003; 27(1):1-26. doi:10.1016/S0098-1354(02) 00116-3.
23. 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. Physiological Measurement 2004; 25(4):905-920. doi:10.1088/0967-3334/25/4/010.
24. 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 Transactions on Biomedical Engineering 2005; 52(1):3-12. doi:10.1109/TBME.2004.839639.
25. Gerich JE. The importance of tight glycemic control. American Journal of Medicine 2005; 118(S1):7-11. doi:10.1016/j.amjmed.2005.07.051.
26. Bolli GB. Treatment and prevention of hypoglycemia and its unawareness in type 1 diabetes mellitus. Reviews in Endocrine and Metabolic Disorders 2003; 4:335-341.
27. Doyle III FJ, Packard AK, Morari M. Robust controller design for a nonlinear CSTR. Chemical Engineering Science 1989; 44(9):1929- 1947. doi:10.1016/0009-2509(89)85133-4.
28. Parker RS, Doyle III FJ, Peppas NA. A model-based algorithm for blood glucose control in type I diabetic patients. IEEE Transactions on Biomedical Engineering 1999; 46(2):148-157. doi:10.1109/10.740877.
29. American Diabetes Association. Self-monitoring of blood glucose consensus statement. Diabetes Care 1996; 19(S1):S62-S66.
30. Cohen M, Boyle E, Delaney C, Shaw J. A comparison of blood glucose meters in Australia. Diabetes Research and Clinical Practice 2006; 71(2):113-118. doi:10.1016/j.diabres.2005.05.013.