Optimal Insulin Administration for People with Type 1 Diabetes
نویسندگان
چکیده
In this paper we apply receding horizon constrained optimal control to the computation of insulin administration for people with type 1 diabetes. The study is based on the Hovorka model, which describes a virtual subject with type 1 diabetes. First of all, we compute the optimal insulin administration for the linearized system using quadratic programming (QP) for optimization. The optimization problem is a discrete-time problem with soft state constraints and hard input constraints. The computed insulin administration is applied to the nonlinear model, which represents the virtual patient. Then, a nonlinear discrete-time Bolza problem is stated and solved using sequential quadratic programming (SQP) for optimization and an explicit Dormand-Prince Runge-Kutta method (DOPRI54) for numerical integration and sensitivity computation. Finally, the effects of faster acting insulin on the postprandial (i.e., post-meal) blood glucose peak are discussed.
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جراحی در بیماران دیابتی
There are more than 140 million people with diabetes in the world. Iran’s share is estimated at 1.5 million people. The increasing prevalence of diabetes and the longer life expectancy of diabetic patients mean that an increasing number of patients with diabetes are undergoing surgery, and not just for diabetes and its complications, such as end-stage renal disease, retinopathy, peripheral vas...
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