Artificial pancreas (AP) systems offer an important improvement in regulating blood glucose concentration for patients with type 1 diabetes, compared to current approaches. AP consists of sensors, control algorithms and an insulin pump. Different AP control algorithms such as proportional-integral-derivative, model-predictive control, adaptive control, and fuzzy logic control have been investigated in simulation and clinical studies in the past three decades. The variability over time and complexity of the dynamics of blood glucose concentration, unsteady disturbances such as meals, time-varying delays on measurements and insulin infusion, and noisy data from sensors create a challenging system to AP. Adaptive control is a powerful control technique that can deal with such challenges. In this paper, a review of adaptive control techniques for blood glucose regulation with an AP system is presented. The investigations and advances in technology produced impressive results, but there is still a need for a reliable AP system that is both commercially viable and appealing to patients with type 1 diabetes.
机构:
Univ Autonoma Nuevo Leon, Fac Ingn Mecan & Elect, Ave Univ S-N,Cd Univ, San Nicolas De Los Garza 66455, NL, MexicoUniv Sonora, Dept Matemat, Hermosillo, Sonora, Mexico
机构:
IPICyT, Div Matemat Aplicadas, Lomas Cuarta Secc, Camino Presa San Jose 2055, San Luis Potosi 78216, Slp, MexicoUniv Sonora, Dept Matemat, Hermosillo, Sonora, Mexico
Femat, Ricardo
IET CONTROL THEORY AND APPLICATIONS,
2019,
13
(07):
: 970
-
978
机构:
Univ Autonoma Nuevo Leon, FIME, Av Univ S-N,Ciudad Univ, San Nicolas De Los Garza 66455, Nuevo Leon, MexicoUniv Autonoma Nuevo Leon, FIME, Av Univ S-N,Ciudad Univ, San Nicolas De Los Garza 66455, Nuevo Leon, Mexico
机构:
Harvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USAHarvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Chakrabarty, Ankush
Zavitsanou, Stamatina
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机构:
Harvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USAHarvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Zavitsanou, Stamatina
Doyle, Francis J., III
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Harvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USAHarvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Doyle, Francis J., III
Dassau, Eyal
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Harvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USAHarvard Univ, Harvard John A Paulson Sch Engn & Appl Sci, Cambridge, MA 02138 USA