Brent A. Wallace

Integral Performance Approximation for Continuous-Time Reinforcement Learning Control

We introduce integral performance approximation (IPA), a new continuous-time reinforcement learning (CT-RL) control method. It leverages an affine nonlinear dynamic model, which partially captures the dynamics of the physical environment, alongside state-action trajectory data to enable optimal cont…