2008 · 10 citations · 10 references
EngineeringEndocrinologyDiabetologyMetabolic RegulationProcess ControlControl SystemsControl TheoryDiabetes MellitusDisturbance RejectionGlycemic ControlModel Predictive ControlBlood Glucose RegulationFilter DesignIntravenous Insulin InfusionModel Predictive Disturbance RejectionNonlinear Control Of Process SystemsNonlinear Model Predictive ControlPredictive ControlSteady-state Error
The nonlinear EPSAC (NEPSAC) predictive control algorithm has been implemented to regulate blood glucose level in type I diabetic patients, by controlling the insulin infusion rate with a micropump. The advantage of the NEPSAC strategy is that the nonlinear process is never linearized, thus it uses directly the nonlinear patient model. The role of the disturbance filter in model-based predictive control is underlined and its possibility to improve control performance is exploited. A default disturbance filter, consisting of an integrator to ensure zero steady-state error, is compared to an intelligent filter design with and without output constraints. Controller performance was assessed in terms of its ability to reject a meal disturbance of 30 g glucose.
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Richard N. Bergman, Lawrence S. Phillips, Claudio Cobelli · Journal of Clinical Investigation · 1981 · 1.6K citations · Full text
Medicine, Endocrinology, Physiology +16