INS and type 1 diabetes mellitus: Boiroux and Jørgensen [18] evaluated the performance of a nonlinear model predictive control algorithm for closed-loop insulin delivery in type 1 diabetes (T1D) management, with simulations demonstrating its safety and efficacy in optimizing insulin administration.