The main objective of this thesis is to accelerate the solvers used for solving the pressure Poisson equation, for the simulation of low-Mach number flows on unstructured meshes. This goal is completed with a need for stability, in particular when dealing with complex geometries. To this effect, several modifications of the deflated Conjugate Gradient method have been assessed. A restart method based on an estimation of the effect of numerical errors has been implemented and validated. Then, a method consisting in computing piecewise-linear or piecewise-quadratic solutions on the coarse grid level has proven unstable in the unstructured solver YALES2. The new method developed then consists in turning the standard two-level deflated Conjugat...