Safe and Near-Optimal Policy Learning for Model Predictive Control using Primal-Dual Neural Networks

Xiaojing Zhang, Monimoy Bujarbaruah, Francesco Borrelli

In this paper, we propose a novel framework for approximating the explicit MPC law for linear parameter-varying systems using supervised learning. In contrast to most existing appr…