Robust Perception-Based Navigation using PAC-NMPC with a Learned Value Function

Adam Polevoy, Mark Gonzales, Marin Kobilarov +1

Nonlinear model predictive control (NMPC) is typically restricted to short, finite horizons to limit the computational burden of online optimization. As a result, global planning f…