Vipul K. Sharma

SafePG: Safe and Globally Optimal Reinforcement Learning with Hard Constraints

An optimal and convergent model-free policy gradient (PG) reinforcement learning (RL) reinforcement learning framework for controlling nonlinear dynamical systems under hard safety constraints is presented and a model-free PG algorithm based on stochastic gradient ascent is developed.