Manifold learning-based polynomial chaos expansions for high-dimensional surrogate models

Katiana Kontolati, Dimitrios Loukrezis, Ketson R. M. dos Santos +2

In this work we introduce a manifold learning-based method for uncertainty quantification (UQ) in systems describing complex spatiotemporal processes. Our first objective is to ide…