A Closed-Loop Artificial Pancreas Using a Proportional Integral Derivative with Double Phase Lead Controller Based on a New Nonlinear Model of Glucose Metabolism

Archive ouverte

Ben Abbes, Ilham | Richard, Pierre-Yves | Lefebvre, Marie-Anne | Guilhem, Isabelle | Poirier, Jean-Yves

Edité par CCSD -

International audience. Background: Most closed-loop insulin delivery systems rely on model-based controllers to control the blood glucose level. Simple models of glucose metabolism, allowing easy design of the control law, are limited in their parametric identification from raw data. New control models and controllers issued from them are needed. Methods: A proportional integral with double phase lead (PIDD) controller was proposed. Its design was based on a linearization of a new nonlinear control model of the glucose-insulin system in type 1 diabetic patients validated with the "UVa/Padova T1DM Metabolic Simulator". A 36-hours scenario including 6 unannounced meals was tested in 9 virtual adults. The same trial database than Cameron et al (2011)1 has been used to compare the performance of our controller with their results. The scenario was repeated 25 times for each adult in order to take the CGM noise into account. The primary outcome was the time blood glucose levels were in target (70-180 mg/dl). Results: Blood glucose values were in target range for 77% of the time, below 50 mg/dl and above 250 mg/dl for 0.8% and 0.3% of the time respectively. The Low Blood Glucose Index (LBGI) and High Blood Glucose Index (HBGI) were 1.65 and 3.33 respectively. Conclusion: The linear controller presented, based on the linearization of a new easily identifiable nonlinear model, achieves good glucose control with low exposure to hypoglycemia and hyperglycemia.

Consulter en ligne

Suggestions

Du même auteur

Régulation de la glycémie par un correcteur de type PID réglé sur un nouveau modèle du système insuline-glucose

Archive ouverte | Ben Abbes, Ilham | CCSD

International audience. Un nouveau modèle de commande non linéaire du système insuline-glucose a été développé pour la régulation de la glycémie d'un patient diabétique de type 1. Sa construction est basée sur l'exi...

CLOSED-LOOP INSULIN DELIVERY BASED ON ERROR DYNAMICS SHAPING: IN SILICO TRIAL IN TYPE 1 DIABETES

Archive ouverte | Richard, Pierre-Yves | CCSD

A closed-loop insulin delivery requires a control algorithm particularly robust to meal-induced disturbances. Error Dynamics Shaping (EDS), an original nonlinear control method, has been already successfully tested in silico for I...

Une nouvelle loi de commande pour l'insulinothérapie en boucle fermée : premiers résultats in silico dans le diabète de type 1

Archive ouverte | Poirier, Jean-Yves | CCSD

Les lois de commande pour l'insulinothérapie en boucle fermée peuvent dorénavant être testées à l'aide d'un logiciel validé par la FDA (UVa T1DM), intégrant une base de données de patients virtuels élaborés selon le modèle de Dall...

Chargement des enrichissements...