Siddhant Panse

Planning to Learn: Real-Time Robust Adaptive Control on the GPU with Guaranteed Future Learning

A-SLS, a learning-aware robust adaptive model predictive control (RAMPC) framework based on system-level synthesis that forecasts future parameter uncertainty and preserves correlations between process disturbances, parameter error, and estimate updates to construct tight, guaranteed reachable sets that account for fut...