RL-Guided PAC-NMPC for Probabilistically-Safe Perception-Based Navigation in Unknown Environments

Adam Polevoy, Dillon Capalongo, Katherine Tang +3

In this paper, we present an approach for combining stochastic nonlinear model predictive control (SNMPC) and reinforcement learning (RL) to enable probabilistically-safe perceptio…