Algorithms for a closed-loop artificial pancreas: The case for model predictive control

Journal of Diabetes Science and Technology

Volumn 7, Issue 6, 2013, Pages 1632-1643

  Bequette, B Wayne ^a  

^a RENSSELAER POLYTECHNIC INSTITUTE   (United States)

Author keywords

Algorithms; Artificial pancreas; Model predictive control; Proportional integral derivative control

Indexed keywords

GLUCOSE; INSULIN;

ALGORITHM; ARTIFICIAL PANCREAS; CALCULATION; CLOSED LOOP ARTIFICIAL PANCREAS; COMPARTMENT MODEL; COMPUTER PREDICTION; COMPUTER SIMULATION; DRUG DELIVERY SYSTEM; GLUCOSE BLOOD LEVEL; HUMAN; INFUSION RATE; INSULIN INFUSION; MEDICAL TECHNOLOGY; MODEL PREDICTIVE CONTROL; NOTE; PLANT MODEL; PREDICTIVE VALUE; PROCESS CONTROL; PROCESS OPTIMIZATION; PROPORTIONAL INTEGRAL DERIVATIVE CONTROL;

ALGORITHMS; DIABETES MELLITUS, TYPE 1; HUMANS; PANCREAS, ARTIFICIAL;

EID: 84900549845     PISSN: None     EISSN: 19322968     Source Type: Journal    
DOI: 10.1177/193229681300700624     Document Type: Note

References (36)

1. Steil GM. Algorithms for a closed-loop artificial pancreas: the case for proportional-integral-derivative control. J Diabetes Sci Technol. 2013;7(6):1632-43.
2. Foss AS. Critique of chemical process control theory. AIChE J.1973;19(2):209-14.
3. Cutler CR, Ramaker BL. Dynamic matrix control: a computer control algorithm. In Proceedings of the Joint Automatic Control Conference, San Francisco, CA, 1980, paper WP5-B.
4. Garcia CE, Morari M. Internal model control. A unifying review and some new results. Ind Eng Chem Proc Des Dev. 1982;21(2);308-23. (Pubitemid 12507581)
5. Ricker NL. Use of quadratic programming for constrained internal model control. Ind Eng Chem Proc Des Dev. 1985;24(4):925-36. (Pubitemid 15582410)
6. Bequette BW. Process control: modeling, design and simulation. Upper Saddle River: Prentice Hall; 2003.
7. Bequette BW. A critical assessment of algorithms and challenges in the development of a closed-loop artificial pancreas. Diabetes Technol Ther. 2005;7(1):28-47. (Pubitemid 40354574)
8. Percival MW, Zisser H, Jovanovic L, Doyle FJ 3rd. Closed-loop control and advisory mode evaluation of an artificial pancreatic beta cell: use of proportional-integral-derivative equivalent model-based controllers. J Diabetes Sci Technol. 2008;2(4):636-44.
9. Pannocchia G, Laachi N, Rawlings JB. A candidate to replace PID control: SISO-Constrained LQ control. AIChE J. 2005;51(4):1178-89. (Pubitemid 40554079)
10. Bequette BW. Challenges and recent progress in the development of a closed-loop artificial pancreas. Annu Rev Control. 2012;36(2):255-66.
11. Qin SJ, Badgwell TA. A survey of industrial model predictive control technology. Cont Eng Pract. 2003;11:733-64. (Pubitemid 36906334)
12. Garcia CE, Morshedi AM. Quadratic programming solution of dynamic matrix control (QDMC). Chem Eng Commun. 1986;46:73-87.
13. Hovorka R, Canonico V, Chassin LJ, Haueter U, Massi-Benedetti M, Orsini Federici M, 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(4):905-20. (Pubitemid 39121173)
14. Hovorka R, Chassin LJ, Wilinska ME, Canonico V, Akwi JA, Federici MO, Massi-Benedetti M, Hutzli I, Zaugg C, Kaufmann H, Both M, Vering T, Schaller HC, Schaupp L, Bodenlenz M, Pieber TR. Closing the loop: the Adicol experience. Diabetes Technol Ther. 2004;6(3):307-18. (Pubitemid 38821615)
15. Elleri D, Allen JM, Nodale M, Wilinska ME, Mangat JS, Larsen AM, Acerini CL, Dunger DB, Hovorka R. Automated overnight closed-loop glucose control in young children with type 1 diabetes. Diabetes Technol Ther. 2011;13(4):419-24.
16. Elleri D, Allen JM, Kumareswaran K, Leelarathna L, Nodale M, Caldwell K, Cheng P, Kollman C, Haidar A, Murphy HR, Wilinska ME, Acerini CL, Dunger DB, Hovorka R. Closed-loop basal insulin delivery over 36 hours in adolescents with type 1 diabetes. Diabetes Care. 2013;36(4):838-44.
17. Hovorka R, Nodale M, Haidar A, Wilinska M. Assessing performance of closed-loop insulin delivery systems by continuous glucose monitoring: drawbacks and way forward. Diabetes Technol Ther. 2013;15(1):4-12.
18. Magni L, Raimondo DM, Bossi L, Man CD, De Nicolao G, Kovatchev B, Cobelli C. Model predictive control of type 1 diabetes: an in silico trial. J Diabetes Sci Technol. 2007;1(6):804-12.
19. Bruttomesso D, Farret A, Costa S, Marescotti MC, Vettore M, Avogaro A, Tiengo A, Dalla Man C, Place J, Facchinetti A, Guerra S, Magni L, De Nicolao G, Cobelli C, Renard E, Maran A. Closed-loop artificial pancreas using subcutaneous glucose sensing and insulin delivery and a model predictive control algorithm: preliminary studies in Padova and Montpellier. J Diabetes Sci Technol. 2009;3(5):1014-21.
20. Kovatchev B, Cobelli C, Renard E, Anderson S, Breton M, Patek S, Clarke W, Bruttomesso D, Maran A, Costa S, Avogaro A, Dalla Man C, Facchinetti A, Magni L, De Nicolao G, Place J, Farret A. Multinational study of subcutaneous model-predictive closed-loop control in type 1 diabetes mellitus: summary of the results. J Diabetes Sci Technol. 2010;4(6):1374-81.
21. Clarke WL, Anderson S, Breton M, Patek S, Kashmer L, Kovatchev B. Closed-loop artificial pancreas using subcutaneous glucose sensing and insulin delivery and a model predictive control algorithm: the Virginia experience. J Diabetes Sci Technol. 2009;3(5):1031-8.
22. .Soru P, De Nicolao G, Tofanin C, Dalla Man C, Cobelli C, Magni L. MPC based Artificial Pancreas: strategies for individualization and meal compensation. Ann Rev Control. 2012;36:118-28.
23. Grosman B, Dassau E, Zisser HC, Jovanovic L, Doyle FJ 3rd. Zone model predictive control: A strategy to minimize hyper- and hypoglycemic events. J Diabetes Sci Technol. 2010;4(4):961-75.
24. Dassau E, Zisser H, Harvey RA, Percival MW, Grosman B, Bevier W, Atlas E, Miller S, Nimri R, Jovanovic L, Doyle FJ 3rd. Clinical evaluation of a personalized artificial pancreas. Diabetes Care. 2013;36(4):801-9.
25. Percival MW, Wang Y, Grosman B, Dassau E, Zisser H, Jovanoviè L, Doyle FJ 3rd. Development of a multi-parametric model predictive control algorithm for insulin delivery in type 1 diabetes mellitus using clinical parameters. J Process Control. 2011;21(3):391-404.
26. El-Khatib FH, Jiang J, Damiano ER. Adaptive closed-loop control provides blood-glucose regulation using dual subcutaneous insulin and glucagon infusion in diabetic swine. J Diabetes Sci Technol. 2007;1(2):181-92.
27. El-Khatib FH, Russell SJ, Nathan DM, Sutherlin RG, Damiano ER. A bihormonal closed-loop artificial pancreas for type 1 diabetes. Sci Transl Med. 2010;2(27):27ra27.
28. Eren-Oruklu M, Cinar A, Quinn L, Smith D. Adaptive control strategy for regulation of blood glucose levels in patients with type 1 diabetes. J Proc Cont. 2009;19(8):1333-46.
29. Turksoy K, Bayrak ES, Quinn L, Littlejohn E, Cinar A. Multivariable adaptive closed-loop control of an artificial pancreas without meal and activity announcement. Diabetes Technol Ther. 2013;15(5):386-400.
30. Lee H, Buckingham BA, Wilson DM, Bequette BW. A closed-loop artificial pancreas using model predictive control and a sliding meal size estimator. J Diabetes Sci Technol. 2009;3(5):1082-90.
31. Lee H, Bequette BW. A closed-loop artificial pancreas based on MPC: human-friendly identification and automatic meal disturbance rejection. Biomed Signal Process Cont. 2009;4(4):347-54.
32. Cameron F, Bequette BW, Wilson DM, Buckingham BA, Lee H, Niemeyer G. Closed-loop artificial pancreas based on risk management. J Diabetes Sci Technol. 2011;5(2):368-79.
33. Cameron F, Niemeyer G, Bequette BW. Extended multiple model prediction with application to blood glucose regulation. J Proc Cont. 2012;12(7):1422-32.
34. Cameron F, Niemeyer G, Wilson DM, Benasi K, Clinton P, Bequette BW, Buckingham BA. Clinical trials of a closed-loop artificial pancreas with large unannounced meals. Presented at the American Diabetes Association Annual Meeting, Chicago, IL, June 2013.
35. De Vries JH, Avogaro A, Benesch C, Bruttomesso D, Caldwell K, Cobelli C, Doll W, Del Favero S, Heinemann L, Hovorka R, Leelarathna L, Luijf YM, Mader J, Magni L, Nodale M, Place J, Renard E, Tofanin C; AP@HOME CONSORTIUM: Comparison of two closed loop algorithms with open loop control in type 1 diabetes. Presented at the American Diabetes Association, 72nd Scientific Sessions; Philadelphia, PA, 2012.
36. Hovorka R, Allen JM, Elleri D, Chassin LJ, Harris J, Xing D, Kollman C, Hovorka T, Larsen AM, Nodale M, De Palma A, Wilinska ME, Acerini CL, Dunger DB. Manual closed-loop insulin delivery in children and adolescents with type 1 diabetes: a phase 2 randomised crossover trial. Lancet. 2010;375(9716):743-51.