Patients with diabetic type I nearly always need a therapy with insulin. The most desirable treatment would be to mimic the operation of a normal pancreas. In this work we model a patient affected with this pathology, identify it with a neural network, and evaluate a control strategy known as nonlinear model predictive control as an approach to command an insulin pump using the subcutaneous route.