Stable Impulsive Zone MPC for Type 1 Diabetic Patients based on a long-term model
In this work, the problem of regulating blood glucose (glycemia) in type I diabetic patients is studied by means of an impulsive zone model predictive control (iZMPC), which bases its predictions on a novel long-term glucose-insulin model. Taking advantage of the impulsive version of the model-which...
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Veröffentlicht in: | Optimal control applications & methods 2020, Vol.41 (6), p.2115-2136 |
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Format: | Artikel |
Sprache: | eng |
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Zusammenfassung: | In this work, the problem of regulating blood glucose (glycemia) in type I diabetic patients is studied by means of an impulsive zone model predictive control (iZMPC), which bases its predictions on a novel long-term glucose-insulin model. Taking advantage of the impulsive version of the model-which features real life properties of diabetes patients that some other popular models do not-the given control guarantees the stability under moderate-to-severe plant-model mismatch and disturbances. Long-term scenarios-including meals and physiological parameter variations-are simulated and the results are satisfactory as every hyperglycemic and hypoglycemic episodes are suitably controlled. |
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ISSN: | 0143-2087 1099-1514 |
DOI: | 10.1002/oca.2647 |