Rambod Mojgani

Low-Rank Registration Based Manifolds for Convection-Dominated PDEs

We develop an auto-encoder-type nonlinear dimensionality reduction algorithm to enable the construction of reduced order models of systems governed by convection-dominated nonlinear partial differential equations (PDEs), i.e. snapshots of solutions with large Kolmogorov n-width. Although several exi…