Control of Unknown Nonlinear Systems with Linear Time-Varying MPC

Dimitris Papadimitriou, Ugo Rosolia, Francesco Borrelli

We present a Model Predictive Control (MPC) strategy for unknown input-affine nonlinear dynamical systems. A non-parametric method is used to estimate the nonlinear dynamics from o…