Nonlinear MPC

Model Predictive Control applied to nonlinear system models, solving a nonlinear program (NLP) at each timestep. NMPC provides optimal control with nonlinear constraint handling but requires real-time NLP solvers. It is used for quadrotor trajectory optimization, legged robot locomotion, and dexterous manipulation where linear approximations are insufficient.