Numerical Analysis, Optimization, Dimensionality Reduction, Curse Of Dimensionality, Reduced Order Modeling.
fight the curse of dimensionality affecting engineering quantities of interest, especially for many-query applications. We seek a gradient-based reduction of the parameter space through linear active subspaces or a nonlinear transformation of the input space. Then we build a low-fidelity response