Towards physically admissible reduced-order solutions for convection-diffusion problems

This note proposes, analyzes, and studies numerically a regularization approach in the computation of the initial condition for reduced-order models (ROMs) of convection-diffusion equations. The aim of this approach consists in reducing significantly spurious oscillations in the ROM solutions.