Simulation of concrete on a meso scale, taking the grain structure and nonlinear fatigue processes into account, requires very fine FE grids and implicit solvers. In this project we evaluate the suitability of model reduction approaches, in particular proper orthogonal decomposition and discrete empirical interpolation, for reducing the computational effort.