Sensitivity-Driven Adaptive Surrogate Modeling for Simulation and Optimization of Dynamical Systems

This paper develops a surrogate model refinement approach for the simulation of dynamical systems and the solution of optimization problems governed by dynamical systems in which surrogates replace expensive-to-compute state- and control-dependent component functions in the dynamics or objective fun