Regret Analysis of Learning-Based MPC with Partially-Unknown Cost Function

Ilgin Dogan, Zuo-Jun Max Shen, Anil Aswani

The exploration/exploitation trade-off is an inherent challenge in data-driven adaptive control. Though this trade-off has been studied for multi-armed bandits (MAB's) and reinforc…