Direct numerical simulation (DNS) is a very powerful tool to evaluate the validity of new models and theories for turbulent combustion, but the application of detailed chemistry is limited. In this paper, a dimension-reduction technique called the flamelet-generated manifold (FGM) method is considered. In this method a manifold is created by solving a set of one-dimensional flamelet equations. The use of low-dimensional FGMs in DNS of premixed turbulent flames in the thin reaction zones regime is investigated. A three-dimensional (3D) DNS is performed of a spherically expanding, premixed, turbulent, methane-air flame. 1D and 2D FGM's are created and used in simulations of flamelets which are subjected to stretch and curvature effects derive...