Vishnu Desaraju

Experience-driven Predictive Control with Robust Constraint Satisfaction under Time-Varying State Uncertainty

We present an extension to Experience-driven Predictive Control (EPC) that leverages a Gaussian belief propagation strategy to compute an uncertainty set bounding the evolution of the system state in the presence of time-varying state uncertainty. This uncertainty set is used to tighten the constrai…