A Novel Recurrent Deep Reinforcement Learning Architecture for Nonlinear and Temporally Dependent Control in the Artificial Pancreas
Because of the nonlinear relationship between blood glucose and insulin and the temporal dependencies in human metabolism, the artificial pancreas (AP), a device for controlling blood glucose levels in type 1 diabetes (T1D), is limited in its ability to do so. The majority of traditional control algorithms produce less...