Blood Glucose Control In Type I Diabetics: An Output Feedback Approach

  • Conference paper
4th Kuala Lumpur International Conference on Biomedical Engineering 2008

Part of the book series: IFMBE Proceedings ((IFMBE,volume 21))

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Abstract

A robust H∞ controller was developed to deliver insulin via a mechanical pump in Type I diabetic patients. A fundamental nonlinear diabetic patient model was linearized and then reduced to a third-order linear form for controller synthesis. H∞ control was applied for the insulin delivery to prevent the hyperglycemic levels in Type I diabetic patient. Uncertainty in the nonlinear model was characterized by up to ±40% variation in eight physiological parameters. A sensitivity analysis identified the three parameter set having the most significant effect on glucose and insulin dynamics over the frequency range of interest [0.02 0.2](rad/min). This uncertainty was represented in the frequency domain and incorporated in the controller design. The controller performance was assessed in terms of its ability to track a normoglycemic set point(81.1 mg/dL) in response to a 50 g meal disturbance. In the nominal continuous-time case, controller maintained glucose concentrations within ± 3.3 mg/dL of set point. A controller tuned to accommodate uncertainty yielded a maximum deviation of 17.6 mg/dL for the worst-case parameter variation.

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References

  1. Bellazi, R., Nucci, G., and Cobelli C (2001). The subcutaneous route to insulin-dependent diabetes therapy. IEEE Eng. In Medicine and Biol, Magazine, 20(1), 54–64.

    Article  Google Scholar 

  2. Bergman, R., Phillips, L., and cabal, C.(1981). Physiologic evaluation of factors controlling glucose tolerance in man. J. Clinic Investigation, 68, 1456–1467.

    Article  Google Scholar 

  3. Bellazi, R., Nucci, G., and Cobelli C (2001). The subcutaneous route to insulin-dependent diabetes therapy. IEEE Eng. In Medicine and Biol, Magazine, 20(1), 54–64.

    Article  Google Scholar 

  4. Bergman, R., Phillips, L., and cabal, C.(1981). Physiologic evaluation of factors controlling glucose tolerance in man. J. Clinic Investigation, 68, 1456–1467.

    Article  Google Scholar 

  5. Doyle, J.C., Glover, K., Khargonekar, P.P., and Fracis B.A.(1989). State space solutions tostandard H 2 and H control problems. IEEE Trans. On Automatic Control, 34, 831–847.

    Article  MATH  Google Scholar 

  6. Erzen, F.C., Birol, G., and Cinar. A. (2000), Simulation studies on the dynamics of diabetes mellitus. Proc. IEEE Int. Symp. Bio-Informatics and Biomedical Eng. 232–235.

    Google Scholar 

  7. Femat R and Ruiz-Velaquez E., (1999), Blood glucose regulation an output feedback approach, Proc. Int. Conf. Control Appl., vol.2, 1290–1293.

    Google Scholar 

  8. Gahinet, P., and Apkarian, P.(1994). A linear matrix inequality approach to H control. Int. J. Robust control, 4, 421–448.

    Article  MATH  MathSciNet  Google Scholar 

  9. Halim, M., Carson, E.R., Andreassen, S., Hejelsen, O., and Hovorka, R. (1993). The role of a diabetic advisory system (dias) in the management of insulin-dependent diabetes mellitus. Proc. Int Conf. IEEE Eng. In Medicine and Biology Soc., 610–611.

    Google Scholar 

  10. Lehmann E.D., and Deutsch, T. (1998). Compartmental models for glycaemic prediction and decision-support in clinical diabetes care: promise and reality. Computer Methods and programs in Biomedicine, 56, 193–204.

    Article  Google Scholar 

  11. Lehmann, E.D., and Deutsch, T. (1992). A physiological model of glucose-insulin interaction in type I diabetes mellitus. J. of Biomedical Engineering, 14, 235–242.

    Article  Google Scholar 

  12. Lenart P.J. and Parker R.S. (2001) Modeling exercise effects in type I diabetic patients, Proc.15th Triennial World Congress IFAC,Barcelona, Spain 21–26 July 2002.

    Google Scholar 

  13. Maurer A.C., (1979) The therapy of diabetes, Amer. Scientist, 67, 422–431.

    MathSciNet  Google Scholar 

  14. Pacini, G and cobeli, C.(1990) Estimation of Beta-cell secretion and insulin hepatic extraction by the minimal modeling technique. Computational Methods Programs in Biomedicine. 32, 241–248.

    Article  Google Scholar 

  15. Parker R.S., (1999) Model-based analysis and control for biosystems, Ph.D. Thesis, University of delware,delware.

    Google Scholar 

  16. [Parker R.S., Doyle III, F.J. and Peppas, N.A.(1999). A model-based algorithm for blood glucose control in type I diabetes patients. IEEE Trans. Biomed.Eng., 46(2), 148–157.

    Article  Google Scholar 

  17. Parker R.S., Doyle III F.J., and Peppas N.A.(2000). Robust H∞ glucose control in diabetes using a physiological model. AICHE J., 46(12), 2537–2549.

    Article  Google Scholar 

  18. Parker R.S., Doyle III F.J., and Peppas N.A. (2001). The intravenous route to blood glucose control, IEEE Eng. in Med. and Biol., 20, 65–73.

    Article  Google Scholar 

  19. Ruiz-Velaquez, E., Femat, R. Campos-delgado, D.U.(2004) Blood glucose contreol for type I diabetes mellitus: a robust tracking H∞ problem, Control Engineering Practice, Vol.12 pp 1179–1195.

    Article  Google Scholar 

  20. J.T. Sorensen, “A physiologic model of glucose metabolism in man and its use to design and access improved insulin therapies for diabetes,” Ph.D.Thesis, dept chem. Eng.,Massachusetts Inst. Tecnol. (MIT). Cambridge, 1985.

    Google Scholar 

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Correspondence to Surekha Kamath .

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Kamath, S., George, V.I., Vidyasagar, S. (2008). Blood Glucose Control In Type I Diabetics: An Output Feedback Approach. In: Abu Osman, N.A., Ibrahim, F., Wan Abas, W.A.B., Abdul Rahman, H.S., Ting, HN. (eds) 4th Kuala Lumpur International Conference on Biomedical Engineering 2008. IFMBE Proceedings, vol 21. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-69139-6_165

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  • DOI: https://doi.org/10.1007/978-3-540-69139-6_165

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-69138-9

  • Online ISBN: 978-3-540-69139-6

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