Abstract: Piecewise affine (PWA) control laws often arise in automatic control. A popular example is explicit model predictive control (MPC). On the other hand, it is well known that artificial neural ...
Abstract: We develop a novel 2D functional learning framework that employs a sparsity-promoting regularization based on second-order derivatives. Motivated by the nature of the regularizer, we ...