Convex Parameterizations and Fidelity Bounds for Nonlinear Identification and Reduced-Order Modelling

Mark M. Tobenkin, Ian R. Manchester, Alexandre Megretski

Model instability and poor prediction of long-term behavior are common problems when modeling dynamical systems using nonlinear "black-box" techniques. Direct optimization of the l…