Automatic adaptation of basal therapy for Type 1 diabetic patients: A Run-to-Run approach

IFAC Proceedings Volumes (IFAC-PapersOnline)

Volumn 19, Issue , 2014, Pages 2070-2075

  Toffanin, Chiara ^a   Sandri, Alice ^a   Messori, Mirko ^a   Cobelli, Claudio ^b   Magni, Lalo ^a  

^a UNIVERSITY OF PAVIA   (Italy)

^b UNIVERSITY OF PADOVA   (Italy)

Author keywords

Automatic adaptation; Piecewise affine system; Run to Run; Stability

Indexed keywords

AUTOMATION; CONTROL THEORY; CONVERGENCE OF NUMERICAL METHODS; GLUCOSE; GLUCOSE SENSORS; INSULIN; SENSITIVITY ANALYSIS;

AUTOMATIC ADAPTATION; AUTOMATIC APPROACHES; BLOOD GLUCOSE MEASUREMENTS; CLINICAL PERFORMANCE; CONTINUOUS GLUCOSE MONITORING; CONVERGENCE ANALYSIS; PIECEWISE AFFINE SYSTEMS; RUN TO RUN;

PATIENT TREATMENT;

EID: 84929815701     PISSN: 14746670     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.3182/20140824-6-za-1003.02462     Document Type: Conference Paper

References (19)

1. R.M. Bergenstal, W.V. Tamborlane, A. Ahmann, J.B. Buse, G. Dailey, S.N. Davis, C. Joyce, T. Peoples, B.A. Perkins, J.B. Welsh, B. John et. al. Effectiveness of sensor-augmented insulin-pump therapy in type 1 diabetes. New England Journal of Medicine, 363(4): 311-320, 2010.
2. Y. Wang, F. Gao and F.J. Doyle III. Survey on iterative learning control, repetitive control, and run-to-run control. Journal of Process Control, 19(10):1589-1600, 2009.
3. C. Owens, H. Zisser, L. Jovanovič, B. Srinivasan, D. Bonvin and F.J. Doyle III. Run-to-run control of blood glucose concentrations for people with type 1 diabetes mellitus. Biomedical Engineering, IEEE Transactions on, 53(6):996-1005, 2006.
4. C.C. Palerm, H. Zisser, W. Bevier, L. Jovanovič and F.J. Doyle III. Prandial Insulin Dosing Using Run-to-Run Control Application of clinical data and medical expertise to define a suitable performance metric. Diabetes Care, 30(5):1131-1136, 2007.
5. C.C. Palerm, H. Zisser, L. Jovanovic and F.J. Doyle III. A run-to-run framework for prandial insulin dosing: handling real-life uncertainty. International Journal of Robust and Nonlinear Control, 17(13):1194-1213, 2007.
6. C.C. Palerm and H. Zisser, L. Jovanovic and F.J. Doyle III. A run-to-run control strategy to adjust basal insulin infusion rates in type 1 diabetes. Journal of Process Control, 18(3):258-265, 2008.
7. F.J. Doyle III, B. Srinivasan and D. Bonvin. Run-to-run control strategy for diabetes management. Engineering in Medicine and Biology Society, 2001. Proceedings of the 23rd Annual International Conference of the IEEE, 4:3159-3162, 2001.
8. H. Zisser, L. Jovanovic, F.J. Doyle III, P. Ospina and C. Owens. Run-to-run control of meal-related insulin dosing. Diabetes technology & therapeutics, 7(1):48-57, 2005.
9. F. Gang Stability analysis of piecewise discrete-time linear systems. Automatic Control, IEEE Transactions on, 47(7):1108-1112, 2002.
10. C. Dalla Man, F. Micheletto, D. Lv, M. Breton, B.P. Kovatchev, and C. Cobelli. The UVA/Padova Type 1 Diabetes Simulator: New Features. J Diabetes Sci Technol, 8(1):26-34, 2014.
11. C.L. Rohlfing, H.M. Wiedmeyer, R.R. Little, J.D. England, A. Tennill and D.E. Goldstein. Defining the relationship between plasma glucose and HbA1c analysis of glucose profiles and HbA1c in the Diabetes Control and Complications Trial. Diabetes care, 25(2):275-278, 2002.
12. J.A. Davidson. Treatment of the patient with diabetes: importance of maintaining target HbA1c levels. Current Medical Research and Opinion®, 20(12):1919-1927, 2004.
13. M. Heisler, J.D. Piette, M. Spencer, E. Kieffer and S. Vijan. The relationship between knowledge of recent HbA1c values and diabetes care understanding and self-management. Diabetes care, 28(4):816-822, 2005.
14. G. Francois and B. Srinivasan and D. Bonvin. Convergence analysis of run-to-run control for a class of nonlinear systems. American Control Conference, 2003. Proceedings of the 2003, 4:3032-3037, 2003.
15. M. Johansson and A. Rantzer. Computation of piecewise quadratic Lyapunov functions for hybrid systems. Automatic Control, IEEE Transactions on, 43(4):555-559, 1998.
16. M. Kvasnica, P. Grieder, M. Baotic and M. Morari. Multi-parametric toolbox (MPT). Hybrid systems: computation and control, Springer: 448-462, 2004.
17. C. Toffanin, M. Messori, F. Di Palma, G. De Nicolao, C. Cobelli, and L. Magni. Artificial Pancreas: MPC design from clinical experience. J Diabetes Sci Technol, 7(6): 1470-1483, 2013.
18. L. Magni, D.M. Raimondo, C. Dalla Man, M. Breton, S. Patek, G. De Nicolao, C. Cobelli, B.P. Kovatchev. Evaluating the efficacy of closed-loop glucose regulation via control-variability grid analysis. J Diabetes Sci Technol, 2(4):630-635, 2008.
19. P. Soru, G. De Nicolao, C. Toffanin, C. Dalla Man, C. Cobelli, L. Magni, and on behalf of the AP@home consortium. MPC based Artificial Pancreas: strategies for individualization and meal compensation. Annual Review in Control, 36:118-128, 2012.