“…We prove the strong convergence in the Sobolev spaces, for any interval of time [0, T ], T > 0, of the vector-BGK model presented in (1.3) to the incompressible Navier-Stokes equations on the two-dimensioanl torus. To achieve this result, the novelty relies in using local in time H s -estimates from a previous work, see [6], combined with the L 2 -relative entropy estimate and the standard interpolation Theorem. More precisely, part of the results of [6] provides uniform (in ε) estimates of Gronwall type in the Sobolev spaces, which hold in [0, T * ], where T * > 0 is depending on a fixed constant M > 0 and on the norm of the initial data.…”